A Network Approach to Link Visibility and Urban Activity Location
Open accessAbstract
Performance of a range of urban amenities is influenced by their accessibility to pedestrians. Success in attracting pedestrians to a particular location depends on how they project visuospatial information. In this paper, we propose an original method for analysing the visuospatial integration of particular locations within a street network. As a case study we analyse the distribution of one type of urban amenities - food and drink public facilities. We represent them in a form of visibility graph as objects of navigational decisions within the street network. To explore how urban facilities, streets and pedestrian visual cognition are interrelated, we create and compare three cases: a street network visibility graph and two visibility graphs of amenities. The first graph is based on the existing, “natural” distribution, while the second is an “artificial”, fabricated version of the environment, where urban locations are redistributed evenly across the case study. We study the graphs’ global network properties by the use of small-world, and scale-free models. Our results demonstrate that views available for an urban traveller in the existing, “natural” setting had a particular structure. It is built of numerous weakly connected locations coexisting with a small number of hubs with an exceptionally large number of visual connections. Such organisation of urban visibility shows that visuospatial network shares morphological similarities with other natural networks, suggesting that common organizational principles underlie network structure.
AI snapshot
Written from the paper’s full text.
TL;DR
The paper proposes an integrative visibility graph (IVG) that combines street-network decision points and food/drink “third places” to analyze visuospatial integration in Tel Aviv-Yafo. Comparing natural and artificially uniform distributions, it finds all three visibility graphs are small-world, while the natural IVG shows a more heterogeneous, power-law-like tail than the artificial one.
Key findings
- All three graphs—SNVG, natural IVG, and artificial IVG—exhibit small-world properties (S > 1); average path length is higher than in corresponding random graphs and lower than in regular graphs, while clustering is close to regular graphs.
- Under least-squares fitting, only the natural IVG degree distribution is power-law-like; under the Clauset et al. (CSN) method, none of the distributions is fully scale-free, but their tails fit power laws. The natural IVG likely scale-free tail consists of nodes with degrees 18 to 66, versus 12 to 31 for the artificial IVG; SNVG has a relatively heavier likely scale-free tail of 39% of nodes.
- The natural IVG has 526 nodes and 4172 edges; the artificial IVG has 526 nodes and 5000 edges. Despite fewer edges, the natural IVG produces a more heterogeneous visibility pattern with high “peaks,” whereas the artificial even distribution produces more homogeneous patterns.
- In the natural IVG, group A (likely scale-free tail) is 34% of locations (177 out of 526) with degree higher than 18; group B is 66% (349 out of 526) with degree less than 18. Sample locations have 66 and 42 visual connections in group A, versus 3 connections each in group B.
Methods
- Case study: historical centre Lev Ha’Ir, Tel Aviv-Yafo, Israel; 217 food and drink public facilities with street seating, collected in a manual survey. Three graphs were built: SNVG (309 nodes, 1338 edges), natural IVG (526 nodes, 4172 edges), and artificial IVG (526 nodes, 5000 edges).
- Artificial case: the same 217 “third places” were redistributed as uniformly as possible using 217 active grid cells, with cell size calculated as 113 m/85 m, and manually placed according to urban morphology and spatial logic. The IVG was built in MATLAB as an undirected visibility matrix linking street decision points and activity locations if their line of sight does not intersect building contours.
- Analysis used Gephi: small-world properties via average path length L, clustering coefficient C, and S-statistic; scale-free properties via degree distributions using least-squares fitting and the Clauset et al. (2009) power-law fitting method.
Limitations
- The paper states that the IVG is limited to a two-dimensional representation and ignores additional factors affecting visual perception, including distance, size, colour, shape, texture, complexity, and atmospheric conditions. It also states that tests are performed only on three cases and suggests expanding to additional urban environments with diverse morphologies.
- The paper states case study biases. Evident from the text: the study covers one city district and one amenity category (“third places”), limiting generalizability; the artificial redistribution required manual placement, which may introduce subjective choices.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
19 of 59 cited sources checked · 7 supported · 2 flagged · accuracy not yet measured
- Premisecitation
When streets are represented as nodes and edges corresponding to individual streets and street intersections, or by named-based and angularity-based methods, small-world properties are observed.
“But when streets are represented as nodes and edges corresponding to individual streets and street intersections, or by named-based and angularity-based methods, the small-world properties are observed (Jiang et al. 2014;Porta et al. 2006;Jiang and Claramunt 2004).”
Quote in the paperSubstantial claim2 of 3 sources checked- cites Jiang et al. 2014 source
Section 2.1 (p. 2) represents individual streets as nodes and their intersections as edges. Section 3.3 (p. 10) reports striking small-world properties for the original networks. The paper does not establish the claim for name-based methods; its street-construction method joins adjacent segments using an every-best-fit principle. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Porta et al. 2006 source
The Conclusions (p. 22) describe a dual representation with streets as nodes and intersections as edges, and report small-world properties generally, with exceptions for networks with few triangular loops. The Results (p. 19) identify four of six networks as small-worlds. Section 2 (pp. 4–5) describes the named-street approach as another method, but this paper does not show that its named-street representation exhibits small-world properties. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites Jiang and Claramunt 2004
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Findingown data
Views available for an urban traveller in the existing, natural setting had a particular structure: numerous weakly connected locations coexisting with a small number of hubs with an exceptionally large number of visual connections.
“Our results demonstrate that views available for an urban traveller in the existing, Bnatural^setting had a particular structure.It is built of numerous weakly connected locations coexisting with a small number of hubs with an exceptionally large number of visual connections.”
Quote in the paperSubstantial claim - Findingown data
The natural 'third places' make a significant contribution to achieving a higher degree of overall visibility.
“In Fig. 7a we highlight the peaks to show the significant contribution of natural 'third places' in archiving higher degree of overall visibility.”
Quote in the paperSubstantial claim - Findingreasoning
Strictly speaking, the CSN method does not show that a likely power law behaviour of the natural IVG is more plausible than the other graphs.
“So strictly speaking the CSN method does not show that a likely power law behaviour of the natural IVG is more plausible then the other graphs.”
Quote in the paperNot a substantial claim - Findingown data
The artificial, even distribution produces more homogeneous patterns, despite the bigger number of connections.
“Nevertheless, the artificial, even distribution produces more homogeneous patterns, despite the bigger number of connections.”
Quote in the paperSubstantial claim
- Findingown data
There is a form of high peaks exhibited by the existing, natural distribution of the activities.
“There is a form of high Bpeaks^exhibited by the existing, natural distribution of the activities.”
Quote in the paperNot a substantial claim - Findingown data
According to the standard least-square fitting method, only the natural IVG was scale free.
“In our examination according to the standard least-square fitting method, only the natural IVG was a scale free, while according to the method suggested by Clauset et al. (2009) all the networks are not scale-free, but their tails are.”
Quote in the paperNot a substantial claim - Findingnone given
The shorter the tail of the distribution taken with the LS method, the better it fits a power law distribution.
“In fact, the shorter the tail of the distribution we take with the LS method, the better it fits a power law distribution.”
Quote in the paperNot a substantial claim - Findingcitation
SNVG has an exponential distribution rather than a power law.
“Findings on the SNVG that has an exponential distribution rather than a power law, confirms and reinforces the existing knowledge on visibility graphs (Jiang 2005).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Jiang 2005 source
- Findingown data
In each case the clustering coefficient is close to that of the corresponding regular graph.
“At the same time, in each case the clustering coefficient is close to that of the corresponding regular graph, so the graphs are highly connected.”
Quote in the paperSubstantial claim - Findingown data
Approximately the last third of each distribution can be fitted by a power law function with parameters greater than 4.
“It appears that approximately last third (n-Tail is the number of nodes in the tail and n-Tail % is the weight of the tail) of each distribution can be fitted by a power law function with the parameters greater than 4 (Alpha-tail).”
Quote in the paperSubstantial claim - Findingown data
The natural IVG degree distribution seems to be more power law-like.
“Unlike them, the natural IVG degree distribution seems to be more power law-like.”
Quote in the paperSubstantial claim - Findingown data
All the studied graphs-SNVG, natural IVG and artificial IVG-exhibit small-world properties.
“Our results show that all the studied graphs -SNVG, natural IVG and artificial IVG exhibit small-world properties.”
Quote in the paperSubstantial claim - Findingown data
The distribution of visual connections changed with the addition of activity locations.
“If we compare the fit of the SNVG to the fit of the IVG (Fig. 6), we can see how the distribution of the visual connections has been changed with addition of the activity locations.”
Quote in the paperSubstantial claim - Findingown data
Less visually connected places from group B are located not on the intersections, but along quiet, short, secondary streets.
“Less visually connected places from group B, on the contrary, are located not on the intersections, but along quiet, short, secondary streets.”
Quote in the paperSubstantial claim - Findingown data
Group A consists of only 34% of the locations (177 out of 526), with a degree higher than 18.
“This group consists of only 34% of the locations (177 out of 526), with a degree higher than 18.”
Quote in the paperSubstantial claim - Findingown data
Highly connected places from group A are located on the intersection of the main road in the area, Allenby Street, and other major streets.
“Highly connected places from group A are located on the intersection of the main road in the area, Allenby Street, and other major streets.”
Quote in the paperSubstantial claim - Findingown data
Natural IVG, which has fewer connections than the artificial one, produces a much more heterogeneous pattern of visibility.
“Natural IVG, which has fewer connections than the artificial one, produces much more heterogeneous pattern of visibility (Fig. 7).”
Quote in the paperSubstantial claim - Premisecitation
Analysing street network connectivity alone without considering functional locations cannot present the whole picture of urban realm.
“Analysing street network connectivity alone without considering functional locations cannot present the whole picture of urban realm (Sevtsuk and Mekonne 2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sevtsuk and Mekonne 2012 source
- Interpretationreasoning
Common organizational principles underlie network structure.
“suggesting that common organizational principles underlie network structure.”
Quote in the paperSubstantial claim - Premisenone given
Most existing graph approaches consider only street networks and ignore functional aspects of the built form.
“However, most of the existing graph approaches consider only street networks and ignore functional aspects of the built form, whereas urban uses and activities are extremely important features of the city landscape.”
Quote in the paperSubstantial claim- Rests on an assumption: Urban uses and activities are important features of the city landscape, serving as origin and destination points for traveller routes and accommodative centres of urban life.
- Interpretationown data
The visuospatial network shares morphological similarities with other natural networks.
“Such organisation of urban visibility shows that visuospatial network shares morphological similarities with other natural networks, suggesting that common”
Quote in the paperSubstantial claim - Premisereasoning
Graph methods based on visibility account for the cognitive complexity involved in urban navigation.
“Unlike the simple notation of street junctions, graph methods based on visibility account for the Bcognitive complexity^involved in urban navigation.”
Quote in the paperSubstantial claim - Premisecitation
Wayfinding, search and exploration in an unfamiliar urban environment are based on the human sense of sight as a generative feature for shaping spatial memory and behaviour.
“Especially, such tasks as wayfinding, search and exploration in an unfamiliar urban environment are based on the human sense of sight as a generative feature for shaping spatial memory and behaviour (Wiener et al. 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wiener et al. 2009
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
The majority of existing studies focus on the economic principles underpinning clustering of land uses, ignoring the influence of urban morphology and associated human behaviour.
“The majority of existing studies focus on the economic principles underpinning this clustering, ignoring the influence of urban morphology and associated human behaviour (Huang and Levinson 2011;Ottaviano et al. 1998).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisenone given
Visual access and layout complexity can be quantified by visibility graphs.
“Two of these features, visual access and layout complexity, can be quantified by visibility graphs.”
Quote in the paperSubstantial claim - Premisecitation
Success in attracting pedestrians to a particular location depends on how they project visuospatial information.
“Success in attracting pedestrians to a particular location depends on how they project visuospatial information.”
- Also stated in: § 1 Introduction: Walking, Activity Locations and Visibility · plain
“Visibility is an important determinant of urban vitality; visuospatial characteristics play a central role in navigation performance (Wang et al. 2014 for a review).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wang et al. 2014 source
- Also stated in: § 1 Introduction: Walking, Activity Locations and Visibility · plain
- Premisecitation
Traditional road-based representation fails to satisfy small-world properties.
“Traditional, road-based method fails to satisfy small-world properties (Sainte-Marieork 2004).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sainte-Marieork 2004
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
Finding the same pattern on streets as visuospatial, navigational choices emphasizes the impact of visibility on streets' small-worldness.
“Finding the same pattern on streets as visuospatial, navigational choices we emphasize the impact of visibility on streets Bsmall-worldness.^”
Quote in the paperSubstantial claim - Interpretationreasoning
The graphs are highly connected.
“At the same time, in each case the clustering coefficient is close to that of the corresponding regular graph, so the graphs are highly connected.”
Quote in the paperNot a substantial claim - Interpretationnone given
Natural IVG and its artificial version introduce a new type of urban network, based on the behavioural principals of visual perception.
“Natural IVG and its artificial version introduce a new type of urban network, based on the behavioural principals of visual perception.”
Quote in the paperSubstantial claim - Interpretationown data
All three graphs have long tails that could be considered scale-free.
“This shows that all three graphs have long tails that could be considered scale-free.”
Quote in the paperSubstantial claim - Interpretationreasoning
The studied graphs contain hubs, which have connections between almost any two nodes.
“They contain hubs, which have connections between almost any two nodes.”
Quote in the paperSubstantial claim - Premisereasoning
We are able to account for a particular location in the city, such as building use, throughout the visibility network.
“Therefore, we are able to account for a particular location in the city, such as building use, throughout the visibility network.”
Quote in the paperSubstantial claim - Interpretationreasoning
The hubs in the studied graphs are highly connected urban locations from where most other strategic locations are easily seen and reachable.
“These hubs are highly connected urban locations from where most other strategic locations are easily seen and reachable.”
Quote in the paperSubstantial claim - Interpretationreasoning
The heterogeneous pattern of natural IVG is considered to be an optimal navigational structure, balancing local and global network efficiency.
“This pattern is considered to be an optimal navigational structure, balancing local and global network efficiency.”
Quote in the paperSubstantial claim - Premisecitation
Nodes that existed for longer time in the network had more chances to get connected by newly created nodes.
“Nodes that existed for longer time in the network had more chances to get connected by newly created nodes.”
Quote in the paperSubstantial claim - Interpretationreasoning
The more pronounced the hubs are, the more effectively they shrink the distance between urban locations.
“The more pronounced the hubs are, the more effectively they shrink the distance between urban locations.”
Quote in the paperNot a substantial claim - Interpretationown data
Despite the biases and limitations of the method, the patterns observed in this study offer an explanation for the unwritten rules of the city self-organizing process by linking pedestrian behaviour, visibility and urban activities.
“Despite the biases and the limitations of the method, the patterns observed in this study offer an explanation for the unwritten rules of the city self-organizing process by linking pedestrian behaviour, visibility and urban activities.”
Quote in the paperNot a substantial claim- Rests on an assumption: The exact locations of cafés and restaurants are not designed by planning authorities, but are the result of bottom-up processes intrinsic to the way cities grow and evolve.
- Interpretationreasoning
The distribution of urban visibility depicted in the IVG captures the efficiency of pedestrian visual search.
“Therefore, this distribution of urban visibility depicted in the IVG, captures the efficiency of pedestrian visual search.”
Quote in the paperNot a substantial claim - Interpretationown data
The tail behaviour of the natural IVG suggests that the number of views to urban locations is scale-invariant.
“The tail behaviour of the natural IVG, suggests that the number of views to urban locations is scale-invariant.”
Quote in the paperSubstantial claim - Interpretationreasoning
At various resolutions the morphology yields similar visuospatial results.
“It means that at various resolutions the morphology yields similar visuospatial results.”
Quote in the paperSubstantial claim - Interpretationreasoning
In urban environments, the growth and preferential attachment mechanism means that new activity locations are most likely to be open in places that are visually connected to the hubs (the most visible intersections), or to the hubs of other activities (the most visible 'third places').
“In urban environments, this mechanism means that new activity locations are most likely to be open in places that are visually connected to the hubs (i.e. the most visible intersections), or to the hubs of other activities (i.e. the most visible 'third places').”
Quote in the paperSubstantial claim- Rests on an assumption: The exact locations of cafés and restaurants are not designed by planning authorities, but are the result of bottom-up processes intrinsic to the way cities grow and evolve.
- Premisereasoning
New nodes were likely to be introduced to the network by hubs.
“Also, those new nodes were likely to be introduced to the network by hubs.”
Quote in the paperSubstantial claim - Interpretationreasoning
The reasons for the differences between the samples can also be found in the width of the streets.
“The reasons for the differences between them can also be found in the width of the streets.”
Quote in the paperNot a substantial claim - Interpretationnone given
Highly connected locations, like A1 and A2, act as hubs which change the way a traveller navigates the network.
“Highly connected locations, like those in Figs A1 and A2, act as hubs which change the way traveller navigates the network.”
Quote in the paperSubstantial claim - Interpretationown data
Due to the wide open space between the buildings in A1 and A2, long and distant views are enabled.
“It is clear that due to the wide open space between the buildings in Figs A1 and A2, long and distant views are enabled.”
Quote in the paperSubstantial claim - Interpretationown data
Activity locations play a role in the overall distribution of the natural IVG.
“Such comparison shows the role played by activity locations in the overall distribution of the natural IVG.”
Quote in the paperSubstantial claim
- Classified as probably not a substantial claim. 43
- May combine two claims. 35
- The quote only partly states this claim. 1
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSeveral studies found scale-free degree distributions in street networks using other graph representations.
“Several studies also found scale-free degree distributions in street networks, using other graph representations (Cardillo et al. 2006;Carvalho and Penn 2004;Porta et al. 2006).”
Quote in the paperNot a substantial claim3 of 3 sources checked- cites Cardillo et al. 2006 source
Cardillo et al. represent street intersections as nodes and streets as edges (Introduction, p. 1). In Graph local properties (p. 4), they say they do not expect scale-free degree distributions in these planar street networks because spatial embedding limits node degree; they do not report finding one. (LLM, conf=0.90)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured - cites Carvalho and Penn 2004 source
The paper describes axial maps as a representation of streets (p. 2), but its Abstract (p. 1) and section 2.2 (p. 4) report power-law distributions of axial-line lengths, not scale-free degree distributions. Thus it supports the use of another street representation, but not the finding attributed to it. (LLM, conf=0.79)
Experimental — accuracy not yet measured - cites Porta et al. 2006 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe comparative investigations in Cardillo et al. 2006 and Porta et al. 2006 reveal scale-free degree distributions for the vertices of spatial graphs if the ICN principle is implemented.
“The comparative investigations in (Cardillo et al. 2006 andPorta et al. 2006) reveal scale-free degree distributions for the vertices of spatial graphs if the ICN (intersection continuity negotiation) principle is implemented.”
Quote in the paperNot a substantial claim2 of 2 sources checked- cites Cardillo et al. 2006 source
In “Graph local properties” (p. 4), Cardillo et al. say they do not expect scale-free degree distributions in their planar street networks because spatial embedding limits the number of streets at an intersection. The Introduction (p. 1) defines their graph vertices as street intersections; it does not describe an ICN-based result that would support the cited claim. (LLM, conf=0.88)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured - cites Porta et al. 2006 source
The Conclusions (p. 22) describe ICN as the method for constructing dual urban-street graphs and report power-law degree distributions, especially for networks of significant size. The degree-distribution analysis (pp. 14–16) finds clear scale-free behavior in the larger graphs but says the smaller graphs do not permit a precise conclusion. The claim overgeneralizes this finding to spatial graphs whenever ICN is implemented. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Classified as probably not a substantial claim. May combine two claims.
PremisecitationThe primary graph method represents junctions in street networks as nodes, and the street segments that connect junctions as edges.
“This method represents junctions in street networks as nodes, and the street segments that connect junctions as edges (Eichler et al. 2013;Strano et al. 2012 andBarthelemy 2011).”
Quote in the paperSubstantial claim2 of 3 sources checkedClassified as probably not a substantial claim.
PremisecitationRelationships between spatial components (street network, urban locations, visual information) are systematized by use of mathematical graphs.
“In urban studies, relationships between these spatial components are systematized by use of mathematical graphs (Ducruet and Beauguitte 2014;Barthelemy 2011).”
Quote in the paperSubstantial claim2 of 2 sources checked- cites Ducruet and Beauguitte 2014 source
In “Network analysis in geography and regional science” (page unavailable), the review says transport geographers apply graph theory to networks such as roads and railways. “Local determinants of centrality” (page unavailable) describes an analysis treating streets as nodes and crossroads as links, and “Interdependent networks” discusses graph-theoretic analysis of links among cities. These passages support the use of graphs for street and urban relationships, but do not address visual information as a spatial component. (LLM, conf=0.83)
Experimental — accuracy not yet measured - cites Barthelemy 2011 source
The road and street networks section (p. 18) describes a street network as a graph of roads and intersections. The urban commuters section (p. 15) also describes a network whose nodes are urban locations and whose edges represent movement between them. The passages found do not show visual information being represented this way, so that component is unsupported. (LLM, conf=0.83)
Experimental — accuracy not yet measured
Classified as probably not a substantial claim.
PremisecitationSmall-world and scale-free properties allow classifying different networks in terms of their robustness, efficiency and heterogeneity.
“Small-world and scale-free properties allow classifying different networks in terms of their robustness, efficiency and heterogeneity (Barthelemy 2011;Newman 2010).”
Quote in the paperSubstantial claim1 of 2 sources checkedMay combine two claims.
PremisecitationTraditional, geometric, road-based models fail to observe small-world properties, while a new street-based modelling approach has obtained opposite results, by observing small-world properties for diverse methods of graph representations.
“While traditional, geometric, road-based models fail to observe small-world properties, a new street-based modelling approach has obtained opposite results, by observing small-world properties for the diverse methods of graph representations, e.g., (Jiang et al. 2014;Jiang 2007;Porta et al. 2006;Jiang and Claramunt 2004).”
Quote in the paperNot a substantial claim3 of 3 sources checked- cites Jiang et al. 2014 source
The Introduction (p. 2) distinguishes geometric junction-and-segment networks from street-based topological networks and says previous studies found small-world properties in the latter. It does not say geometric road-based models fail to show small-world properties, or establish that the finding holds across diverse graph-representation methods. The Methods (p. 2) describe one street-based representation applied to six cities. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites Jiang 2007 source
The Introduction (p. 1) says the traditional segment-and-junction representation is unsuitable for uncovering network patterns, but does not establish that it fails to show small-world properties. The Topological Analysis (p. 4) finds small-world structure in all 40 networks studied using street–street intersection topology; it does not demonstrate that result across diverse graph-representation methods. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Porta et al. 2006 source
The Results (p. 19) find small-world properties in four of six street-based dual graphs, while the Conclusions (p. 22) describe exceptions and caution that small-world scaling needs further investigation. The paper does not establish that traditional road-based models fail to show small-world properties, or demonstrate the result across diverse graph-representation methods. (LLM, conf=0.86)
Experimental — accuracy not yet measured
May combine two claims.
FindingcitationAccording to the method suggested by Clauset et al. (2009), all the networks are not scale-free, but their tails are.
“In our examination according to the standard least-square fitting method, only the natural IVG was a scale free, while according to the method suggested by Clauset et al. (2009) all the networks are not scale-free, but their tails are.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Clauset et al. (2009) source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe evolution of social and economic life in cities increases with population size: wages, income, gross domestic product and bank deposits scale superlinearly, over different years and nations, with statistically consistent exponents.
“The evolution of social and economic life in cities increases with population size: wages, income, gross domestic product and bank deposits scale super linearly, over different years and nations, with statistically consistent exponents (Bettencourt et al. 2007;Andersson et al. 2006;Florida 2004;Barabasi and Albert 1999).”
Quote in the paperNot a substantial claim2 of 3 sources checked- cites Bettencourt et al. 2007 source
- cites Andersson et al. 2006 source
The Model validation section reports a linear relationship between population and land value for Swedish clusters, not superlinear scaling of wages, income, GDP, or bank deposits. Searches for those measures and for consistent exponents across years and nations found no passage addressing the attributed finding. (LLM, conf=0.78)
Experimental — accuracy not yet measured - cites Florida 2004
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
PremisecitationTraditionally complex network theory explains the evolution of scale-free phenomenon by 'growth' and 'preferential attachment'.
“Traditionally complex network theory explains the evolution of scale-free phenomenon by Bgrowth^and Bpreferential attachment^ (Xie and Levinson 2009;Barabasi and Albert 1999).”
Quote in the paperSubstantial claim1 of 2 sources checkedMay combine two claims.
Findingown dataAlmost all visibility lines belonging to the artificial distribution are below the streets' visibility, with similar but much lower peaks around the street intersections.
“In contrast to this, almost all the visibility lines belonging to the artificial distribution are below the streets' visibility, with similarbut much lowerpeaks around the street intersections (Fig. 7b).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe natural IVG's likely scale-free tail consists of nodes with degrees 18 to 66, while the artificial IVG's tail consists of nodes with degrees 12 to 31.
“Comparing the two versions of IVG, we observe that the natural IVG likely scale-free tail consists of nodes with degrees 18 to 66, while the artificial one has degrees of 12 to 31.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataNo distribution is successfully fitted with p-value >0.1; hence, the CSN method suggests rejecting the hypothesis that either distribution follows a power law.
“No one of the distribution is successfully fitted with p-value >0.1.Hence, this method suggests that we should reject the hypothesis that either of our distribution follows power law.”
Quote in the paperSubstantial claimMay combine two claims.
Findingnone givenThe artificial IVG has 5000 edges (available views), while the natural IVG has only 4172.
“The artificial IVG has 5000 edges, i.e. available views, while the natural IVG has only 4172.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataR squared values of SNVG and artificial IVG show that these graphs exhibit an exponential distribution rather than a power law distribution, i.e. they are not scale-free.
“R squared values of SNVG and artificial IVG show that these graphs exhibit an exponential distribution rather than a power law distribution, i.e. it is not scale-free.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataSNVG has a relatively heavier tail (39% of nodes) that is likely scale-free.
“However, using this method we can see that SNVG has relatively heavier tail (39% of nodes) that is likely scale-free.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe average path length of the graphs is higher than that in the corresponding random graph, and significantly lower than in the corresponding regular graph.
“Also the average path length of the graphs is higher than that in the corresponding random graph, and significantly lower than in the corresponding regular graph.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAll three graphs exhibit small-world properties; all S-statistics are higher than 1.
“The results demonstrate that all three graphs exhibit small-world properties (Table 2).All S-statistics are higher than 1.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the possible scale-free distribution of the natural IVG, most urban locations have the same low visibility, while only a few cafes and restaurants have extremely high level of visibility.
“Examining behaviour of the 'third places' in the possible scale-free distribution of the natural IVG, we found that the most urban locations have the same low visibility, while only a few cafes and restaurants, have extremely high level of visibility.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataGroup A shows the tail of the degree distribution which is likely scale-free and includes the most visually connected places.
“Group A shows the tail of the degree distribution which is likely scale-free and includes the most visually connected places.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe IVG pattern is not homogenous, but has a particular structure with many visually segregated locations, as well as a few locations with a large number of connections.
“This pattern is not homogenous, but has a particular structure with many visually segregated locations, as well as a few locations with a large number of connections.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataGroup B includes places with a considerably smaller number of views and comprises the majority of locations (66%, 349 out of 526) with a degree less than 18.
“While group B includes places with a considerably smaller number of views and comprised of the majority the locations (66%, 349 out of 526) with a degree less than 18.”
Quote in the paperNot a substantial claimThe quote only partly states this claim.
Findingown dataMany other 'third places' are located on the same intersections as highly connected places from group A.
“In Fig. 1b, which shows all the facilities in the area, it can be seen that there are many other 'third places' located on the same intersections.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataSamples from group A have a high degree: A1 has 66 visual connections and A2 has 42, while both samples from group B (B1 and B2) have only 3 connections.
“Samples from group A have a high degree: The first (A1) of 66 visual connections and the second (A2) of 42, while both samples from group B (B1 and B2) have only 3 connections.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationAxial line graph represents a network of movement options by showing straight street segments drawn over every longest line of sight as nodes and their intersections as links.
“A graph representation called axial line graph, represents a network of movement options by showing straight street segments drawn over every longest line of sight as nodes and their intersections as links (Hillier and Hanson 1984).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hillier and Hanson 1984 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationCharacteristic point graph implements an alternative VG model that makes use of human navigational principles in the city; it is built of a set of navigational decision points, street intersections, as nodes in the graph.
“Characteristic point graph implements an alternative VG model that makes use of the human navigational principles in the city; it is built of a set of navigational decision points, street intersections, as nodes in the graph (Jiang and Claramunt 2002).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Jiang and Claramunt 2002 source
May combine two claims.
PremisecitationVisibility is an important determinant of urban vitality; visuospatial characteristics play a central role in navigation performance.
“Visibility is an important determinant of urban vitality; visuospatial characteristics play a central role in navigation performance (Wang et al. 2014 for a review).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wang et al. 2014 source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenSome land uses, such as retail and entertainment places, tend to be distributed in a particular form, clustering together.
“With that, it's known that some of the land uses, such as retail and entertainment places tend to be distributed in a particular form, clustering together (For instance, Fig. 1a).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationReal-world settings consist of a much wider range of physical properties of viewers and environments, including size, contrast, colour, shape, texture, pattern, complexity, static/dynamic position, atmospheric conditions, distance, angle of observation, etc.
“Real-world settings consist of the much wider range of psychical properties of viewers and environments.These include size, contrast, colour, shape, texture, pattern, and complexity of the viewed elements, their static or dynamic position, atmospheric conditions, distance, angle of observation, etc. (Wang et al. 2014;Gret-Regamy et al. 2007;Shang and Bishop 2000).”
Quote in the paperNot a substantial claim0 of 3 sources checkedClassified as probably not a substantial claim. May combine two claims.
Study design and conductreasoningThe main criterion for selection of food and drink facilities was availability of street seating places; this criterion ensures that the facilities behave as 'third places', i.e. places for urban social interactions.
“The main criterion for their selection was availability of street seating places.This criterion ensures that the facilities behave as 'third places', i.e. places for urban social interactions.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThere has been a growing overlap between graph-based models and research of human spatial and visual cognition and navigation.
“In recent years, there has been a strong degree of growing overlap between graph-based models and the research of human spatial and visual cognition and navigation (Natapov and Fisher-Gewirtzman 2016;Franz et al. 2005;Hölscher et al. 2006).”
Quote in the paperNot a substantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationVisibility graph (VG) represents space by imposing a regular or irregular grid on top of it.
“Visibility graph (VG) represents space by imposing a regular or irregular grid on top of it (O' Sullivan and Turner 2001;Krüger 1979).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites O' Sullivan and Turner 2001
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Krüger 1979 source
Classified as probably not a substantial claim.
PremisecitationWeisman (1981) describes a taxonomy of features for navigation, which include visual access between key locations, spatial differentiation, and layout complexity.
“Weisman (1981) describes taxonomy of features for navigation, which include (a) visual access between key locations; (b) spatial differentiation and (c) layout complexity.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Weisman 1981 source
May combine two claims.
Premisenone givenAxial lines fail to differentiate between the centrality values of a particular location at the different ends of the street segment; all locations along a street corresponding to one sight line acquire identical centrality.
“For instance, axial lines fail to differentiate between the centrality values of a particular location at the different ends of the street segment.All the locations along a street corresponding to one sight line acquire identical centrality.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAccording to Bishop (2002), in areas with transparent skies, visibility modelling out to 20 km-30 km is justified.
“However, according to Bishop (2002) in areas with transparent skies, visibility modelling out to 20 km-30 km is justified.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bishop 2002 source
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
Study design and conductnone givenIVG represents urban environment in a very abstracted way.
“In similarity to other graph techniques, IVG represents urban environment in a very abstracted way.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
PremisecitationThe emergence of urban uses and activities in cities is an inordinately complex process influenced by diverse zoning laws, de jure segregation and more.
“The emergence of urban uses and activities in cities is inordinately complex process influenced by diverse zoning laws, de jure segregation and more (Loewenstein 1963).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Loewenstein 1963 source
May combine two claims.
PremisecitationVisual properties are embedded in both the urban environment and pedestrian behaviour, and most pedestrian behaviours are guided by the processing of visuospatial information.
“Visual properties are embedded in both the urban environment and pedestrian behaviour, and most pedestrian behaviours are guided by the processing of visuospatial information (Wiener et al. 2009;Golledge and Gärling 2002;Gibson 1950).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Wiener et al. 2009
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Golledge and Gärling 2002
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Gibson 1950
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
PremisecitationThe integrative visibility graph (IVG) used in this study encodes street network and building uses in one unified framework.
“Integrative visibility graph (IVG) used in this study encodes street network and building uses in one unified framework (Natapov et al. 2013), (Fig. 2).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Natapov et al. 2013 source
May combine two claims.
PremisecitationStreets tend to persist in time much longer than other urban elements like buildings or building uses, and provide a structural basis for further urban development.
“Streets tend to persist in time much longer than other urban elements like ) b ( ) a ( buildings or building uses, and provide a structural basis for further urban development (Vernesz-Mouton, 1989).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Vernesz-Mouton, 1989
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Interpretationown dataIn non-geo-referenced layouts, central hubs of the graphs are clearly recognizable; these hubs identify urban locations with high visibility.
“In such visualization, the central hubs of the graphs are clearly recognizable.These hubs identify urban locations with high visibility.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe natural IVG scale-free tail is longer than the artificial IVG's, and in these aspects the natural networks stay apart from the artificial one.
“This means that the natural IVG scale-free tail is longer and in these aspects the natural networks stay apart from the artificial one.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Study design and conductnone givenIn dense urban conditions, the pure effect of the line of sight is the most influential, and other factors could be neglected.
“In our case, when the method is applied to the dense urban conditions, pure effect of the line of sight is the most influential, and other factors could be neglected.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSince the early study of random graphs by Erdös and Renyi (1959), the degree distribution P(k) has become a common way of classifying graphs into categories.
“Since the early study of random graphs performed by Erdös and Renyi (1959), the degree distribution”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Erdös and Renyi 1959 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenStudies of street network representation have widely diverging results, depending on the representation procedures.
“These studies have widely diverging results, depending on the representation procedures.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenThe graph is suitable for other retail street-fronting urban facilities.
“This study focuses on one specific sector of uses and activities ('third places'), however the graph is suitable for other retail street-fronting urban facilities.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationJiang and Claramunt (2004) reported that, under the street name approach, street graphs exhibit small-world characteristics but scale-free degree statistics can hardly be recognized.
“However, it has been reported by Jiang and Claramunt (2004) that, under the street name approach, the street graphs exhibit small-world characteristics but scale-free degree statistics can hardly be recognized.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Jiang and Claramunt 2004
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationCarvalho and Penn (2010) studied the distribution of the length of open space linear segments, and showed that their cumulative distribution displays power-law tails.
“Carvalho and Penn (2010) studied the distribution of the length of open space linear segments, and showed that their cumulative distribution displays power-law tails.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Carvalho and Penn 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationreasoningThe studied graphs are typified by many local interactions and by a smaller number of inter-area connections.
“That means they are typified by many local interactions, and by a smaller number of inter-area connections.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSmall-world graphs are classified according to two independent structural features, namely the average shortest path length and the clustering coefficient.
“Small-world graphs are classified according to two independent structural features, namely the average shortest path length and the clustering coefficient (Watts and Strogatz 1998).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Watts and Strogatz 1998 source
Classified as probably not a substantial claim.
Premisenone givenStreet networks can be converted into graphs using different methods of representations, such as nodes and edges corresponding to individual streets, street intersections, longest sights, street names or angularity.
“As has already been mentioned, street networks can be converted into graphs using different methods of representations, such as nodes and edges corresponding to individual streets, street intersections, longest sights, street names or angularity.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductreasoningThe comparison between the original network of activities and the artificially uniform layout enabled assessment of potential links between visibility and urban morphology in a weighed and controlled manner.
“In applying our analyses both to the original network of activities and to the layout resulting from the procedure described above, we created a comparison that enabled us to assess potential links between visibility and urban morphology in a weighed and controlled manner.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenIn studies of street networks, various results of degree statistics can be found.
“In studies of street networks, various results of degree statistics can be found.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationJiang (2006) showed that topographic surfaces exhibit an exponential distribution rather than a power law, i.e. it is not scale-free, in contrast to many other real world networks.
“With regard to other visibility graphs, Jiang (2006) showed that topographic surfaces exhibit an exponential distribution rather than a power law, i.e. it is not scale-free, in contrast to many other real world networks.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Jiang 2006
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable).
Interpretationown dataThe fact that these networks are small-world opens a new direction in network research.
“The fact that these networks are small-world opens a new direction in network research.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisenone givenThe possibility of breaking a graph into two separated graphs, SNVG and IVG, allows using both street networks and building uses as units of analysis, and computing network measures separately for each of them.
“The possibility of breaking a graph into two separated graphs, SNVG and IVG, allow us to use both street networks and building uses as units of the analysis, and to compute network measures separately for each of them.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe natural IVG distribution fits best the description that most locations have approximately the same low level of visibility, while only a few intersections and urban activity locations have extremely high levels of visibility, which usually designates the scale-free property.
“we see that the natural IVG distribution fits the best the description Bthe most locations have approximately the same low level of visibility, while only a few intersections and urban activity locations have extremely high levels of visibility^which is usually designates the scale-free property.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningSharing statistical and morphological similarities with many complex systems suggests that common organizational principles might underlie these processes.
“Sharing statistical and morphological similarities with many complex systemsincluding food chains, metabolite processing networks, networks of brain neurons, voter networks, telephone call graphs and social networks, suggests that common organizational principles might underlie these processes.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisereasoningIn general, street networks do not provide sufficient data to draw conclusions about the universality of degree statistics.
“In general, street networks do not provide sufficient data to draw conclusions about the universality of degree statistics.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationDiverse visuospatial attributes, such as viewpoints or vistas, have considerable economic significance and value.
“It's known that diverse visuospatial attributes, such as viewpoints or vistas, have considerable economic significance and value (Lang and Schaffer 2001).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Lang and Schaffer 2001 source
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
PremisecitationNetwork approach allows us to study the city as a formal emergent phenomenon, with a 'hidden hand' guiding its growth, and no top-down decision-maker guiding its physical and spatial organization.
“Network approach allows us to study the city as a formal emergent phenomenon, with a Bhidden hand^guiding its growth, and no top-down decision-maker guiding its physical and spatial organization (Batty 2013;Batty 2003).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Batty 2013 source
- cites Batty 2003
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThis study sets a framework for an evidence-based design tool to assist planners in the evaluation of urban projects in the rapidly urbanizing world.
“Therefore this study sets a framework for an evidence-based design tool to assist planners in the evaluation of urban projects in the rapidly urbanizing world.”
Quote in the paperNot a substantial claim- Rests on an assumption: City performance depends on the allocation of urban uses and activities.
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningObserved network properties have important implications in terms of spatial modelling, and can assist researchers in understanding the mechanisms that underlie the emergence of urban activities.
“Therefore, observed network properties have important implications in terms of spatial modelling, and can assist researchers in understanding the mechanisms that underlie the emergence of urban activities.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningSpace in the less connected locations (B1 and B2) is more controlled and small in size; thus, distant views are blocked.
“Space in the less connected locations (B1 and B2) is more controlled and small in size; thus, distant views are blocked.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningOur findings suggest the utility of relating urban dynamics to complex network theory, creating a new link between behavioural and spatial processes in cities.
“Furthermore, our findings suggest the utility of relating urban dynamics to complex network theory, creating a new link between behavioural and spatial processes in cities.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe tests are performed only on the three cases: street network, natural distribution of uses and artificial distribution of uses.
“Second, the tests are performed only on the three cases: street network, natural distribution of uses and artificial distribution of uses.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationJones et al. (2008) introduced a concept of 'Link and Place' to analyse streets on a basis of the needs of people, rather than vehicles.
“Jones et al. (2008) introduced a concept of BLink and Place^to analyse streets on a basis of the needs of people, rather than vehicles.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Jones et al. (2008) source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe IVG in its current form is limited to two-dimensional representation that ignores additional factors affecting visual perception.
“First, the IVG in its current form is limited to two-dimensional representation that ignores additional factors affecting visual perception.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Interpretationnone givenThere is still not enough data to draw comprehensive conclusions about the universality of streets' degree statistics across the various street representation and analysis methods.
“However, there is still not enough data to draw comprehensive conclusions about the universality of streets' degree statistics across the various street representation and analysis methods.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThe IVG representation allows combining 'Link and Place' concepts in one graph-based method and examining street connectivity together with consideration of functional locations.
“Therefore it allows to combine BLink and Place^concepts in one graph-based method and to examine street connectivity together with consideration of functional locations, hence presenting more comprehensive picture of urban realm.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenThe IVG heterogeneous pattern represents the number of views faced by a traveller in the real environment.
“IVG heterogeneous pattern represents the number of views faced by a traveller in the real environment.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Performance of a range of urban amenities is influenced by their accessibility to pedestrians.
“Performance of a range of urban amenities is influenced by their accessibility to pedestrians.”
The paper relies on this without support.
Walkability in cities varies depending on the specific morphology of street network, distribution of urban locations and availability of visual information.
“Walkability in cities varies, depending on the specific morphology of street network, distribution of urban locations and the availability of visual information.”
The paper relies on this without support.
Urban uses and activities are important features of the city landscape, serving as origin and destination points for traveller routes and accommodative centres of urban life.
“They serve as origin and destination points for traveller routes, and are accommodative centres of urban life.”
The paper relies on this without support.
On the fine-grained resolution, the exact location of new openings in buildings is a spontaneous, bottom-up urban phenomenon, not prescribed by planning authorities.
“However, on the fine-grained resolution, the exact location of new openings in buildings is a spontaneous, bottom-up urban phenomenon, not prescribed by planning authorities.”
The paper relies on this without support.
The moderate Israeli climate and street-oriented frontages of historical buildings make the district an ideal location for all kinds of 'third places'.
“The moderate Israeli climate, and the streetoriented frontages of historical buildings make the district an ideal location for all kinds of 'third places'.”
The paper relies on this without support.
The profitability of food and drink places is a function of visit frequency, since they are amongst the most probable navigation targets for tourists and local pedestrians strolling through the area.
“The profitability of these places is a function of visit frequency, since they are amongst the most probable navigation targets for tourists and local pedestrians strolling through the area.”
The paper relies on this without support.
Neither accounting for a particular location such as building use throughout the visibility network nor using both street networks and building uses as units of analysis is addressed in most urban graph methods.
“Neither of these is addressed in most urban graph methods.”
The paper relies on this without support.
City performance depends on the allocation of urban uses and activities.
“city performance depends on the allocation of urban uses and activities”
The paper relies on this without support.
The exact locations of cafés and restaurants are not designed by planning authorities, but are the result of bottom-up processes intrinsic to the way cities grow and evolve.
“Typically, the exact locations of cafés and restaurants are not designed by planning authorities, but are the result of bottom-up processes, intrinsic to the way cities grow and evolve.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Natural and artificial tail thresholds are reversed
MajorThe text assigns the natural IVG a tail beginning at degree 18 and the artificial IVG one beginning at degree 12. Table 3 gives xMin as 12 for the natural IVG and 18 for the artificial IVG.
“Comparing the two versions of IVG, we observe that the natural IVG likely scale-free tail consists of nodes with degrees 18 to 66, while the artificial one has degrees of 12 to 31.”
“| xMin | 10 | 12 | 18 |”
Cites
Collective dynamics of ‘small-world’ networks
Watts, D. J., & Strogatz, S. H. (1998) · Nature · doi:10.1038/30918 · Cited by 43,060 · see citing works
Emergence of Scaling in Random Networks
Barabási, A.-L., & Albert, R. (1999) · Science · doi:10.1126/science.286.5439.509 · Cited by 36,135 · see citing works
Gephi: An Open Source Software for Exploring and Manipulating Networks
Bastian, M., Heymann, S., & Jacomy, M. (2009) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v3i1.13937 · Cited by 11,675 · cited 3× · see citing works
“When the graphs are constructed, we used Gephi Network Analysis package (Jacomy et al. 2009), for examination of small-world and scale-free models (for the applied measures see section 2.3).”
MethodInfluentialPower-Law Distributions in Empirical Data
Clauset, A., Shalizi, C. R., & Newman, M. E. J. (2009) · SIAM Review · doi:10.1137/070710111 · Cited by 8,019 · cited 5× · see citing works
“In our examination according to the standard least-square fitting method, only the natural IVG was a scale free, while according to the method suggested by Clauset et al. (2009) all the networks are not scale-free, but their tails are.”
BackgroundMethodInfluentialPower-law distributions in empirical data
Clauset, A. J., Shalizi, C. R., & Newman, M. E. J. (2018) · Figshare · doi:10.1184/r1/6586835.v1 · Cited by 6,736 · see citing works
Newman, M. (2010) · doi:10.1093/acprof:oso/9780199206650.001.0001 · Cited by 6,595 · see citing works
Erdős, P., & Rényi, A. (2022) · Publicationes Mathematicae Debrecen · doi:10.5486/pmd.1959.6.3-4.12 · Cited by 5,337 · see citing works
Hillier, B., & Hanson, J. (1984) · doi:10.1017/cbo9780511597237 · Cited by 4,322 · see citing works
Florida, R. L. (2005) · Routledge eBooks · doi:10.4324/9780203997673 · Cited by 3,939 · see citing works
Perception of the Visual World
(1952) · Archives of Ophthalmology · doi:10.1001/archopht.1952.01700030123016 · Cited by 3,748 · see citing works
Growth, innovation, scaling, and the pace of life in cities
Bettencourt, L. M. A., Lobo, J., Helbing, D., Kühnert, C., & West, G. B. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0610172104 · Cited by 2,699 · cited 4× · see citing works
“In the scale-free graphs, degree distribution follows a power law (Barthelemy 2011; Clauset et al. 2009; Bettencourt et al. 2007):”
BackgroundInfluentialBarthélemy, M. (2011) · Physics Reports · doi:10.1016/j.physrep.2010.11.002 · Cited by 2,469 · cited 5× · see citing works
“Poisson distribution expresses the probability in fixed intervals with a known average rate, while an exponential distribution describes relationships in which a constant change in one quantity gives the same proportional change, occurring as an exponent in the other quantity (Barthelemy 2011).”
BackgroundMethodInfluentialFlorida, R. L. (2003) · City and Community · doi:10.1111/1540-6040.00034 · Cited by 1,851 · cited 2× · see citing works
“The evolution of social and economic life in cities increases with population size: wages, income, gross domestic product and bank deposits scale super linearly, over different years and nations, with statistically consistent exponents (Bettencourt et al. 2007; Andersson et al. 2006; Florida 2004; Barabasi and Albert…”
BackgroundBatty, M. (2013) · doi:10.7551/mitpress/9399.001.0001 · Cited by 1,700 · cited 1× · see citing works
“Network approach allows us to study the city as a formal emergent phenomenon, with a Bhidden hand^ guiding its growth, and no top-down decision-maker guiding its physical and spatial organization (Batty 2013; Batty 2003).”
MethodOldenburg, R. (1999) · Medical Entomology and Zoology · Cited by 1,521 · see citing works
Network ‘Small-World-Ness’: A Quantitative Method for Determining Canonical Network Equivalence
Humphries, M. D., & Gurney, K. (2008) · PLoS ONE · doi:10.1371/journal.pone.0002051 · Cited by 1,442 · cited 1× · see citing works
“Lregular≈ N 2M ð6Þ Cregular ¼ 34 * M−2 M−1 ð7Þ The networks were tested for small-world properties using the S-statistic suggested in Humphries and Gurney (2008).”
MethodThe Perception of the Visual World
Gibson, J. J. (1951) · The American Journal of Psychology · doi:10.2307/1419017 · Cited by 1,145 · cited 1× · see citing works
“Visual properties are embedded in both the urban environment and pedestrian behaviour, and most pedestrian behaviours are guided by the processing of visuospatial information (Wiener et al. 2009; Golledge and Gärling 2002; Gibson 1950).”
BackgroundBroido, A. D., & Clauset, A. J. (2019) · CU Scholar (University of Colorado Boulder) · Cited by 957 · see citing works
Broido, A. D., & Clauset, A. (2019) · Nature Communications · doi:10.1038/s41467-019-08746-5 · Cited by 875 · see citing works
The Network Analysis of Urban Streets: A Primal Approach
Porta, S., Crucitti, P., & Latora, V. (2006) · Environment and Planning B Planning and Design · doi:10.1068/b32045 · Cited by 831 · see citing works
The network analysis of urban streets: A dual approach
Porta, S., Crucitti, P., & Latora, V. (2006) · Physica A: Statistical Mechanics and its Applications · doi:10.1016/j.physa.2005.12.063 · Cited by 749 · see citing works
Agglomeration in the Global Economy: A Survey of the ‘New Economic Geography’
Ottaviano, G. I. P., & Puga, D. (1998) · The World Economy · doi:10.1111/1467-9701.00160 · Cited by 606 · see citing works
Evaluating Architectural Legibility: Way-Finding in the Built Environment
Weisman, J. (1981) · Environment and Behavior · doi:10.1177/0013916581132004 · Cited by 473 · see citing works
Integration of Space Syntax into GIS: New Perspectives for Urban Morphology
Jiang, B., & Claramunt, C. (2002) · Transactions in GIS · doi:10.1111/1467-9671.00112 · Cited by 371 · cited 1× · see citing works
“Characteristic point graph implements an alternative VG model that makes use of the human navigational principles in the city; it is built of a set of navigational decision points, street intersections, as nodes in the graph (Jiang and Claramunt 2002).”
MethodStructural properties of planar graphs of urban street patterns
Cardillo, A., Scellato, S., Latora, V., & Porta, S. (2006) · Physical Review E · doi:10.1103/physreve.73.066107 · Cited by 370 · cited 2× · see citing works
“Several studies also found scale-free degree distributions in street networks, using other graph representations (Cardillo et al. 2006; Carvalho and Penn 2004; Porta et al. 2006).”
BackgroundUp the down staircase: Wayfinding strategies in multi-level buildings
Hölscher, C., Meilinger, T., Vrachliotis, G., Brösamle, M., & Knauff, M. (2006) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2006.09.002 · Cited by 350 · cited 1× · see citing works
“In recent years, there has been a strong degree of growing overlap between graph-based models and the research of human spatial and visual cognition and navigation (Natapov and FisherGewirtzman 2016; Franz et al. 2005; Hölscher et al. 2006).”
BackgroundElementary processes governing the evolution of road networks
Strano, E., Nicosia, V., Latora, V., Porta, S., & Barthélemy, M. (2012) · Scientific Reports · doi:10.1038/srep00296 · Cited by 321 · see citing works
A topological pattern of urban street networks: Universality and peculiarity
Jiang, B. (2007) · Physica A: Statistical Mechanics and its Applications · doi:10.1016/j.physa.2007.05.064 · Cited by 298 · cited 1× · see citing works
“…road-based models fail to observe small-world properties, a new street-based modelling approach has obtained opposite results, by observing small-world properties for the diverse methods of graph representations, e.g., (Jiang et al. 2014; Jiang 2007; Porta et al. 2006; Jiang and Claramunt 2004).”
ResultUrban network analysis. A new toolbox for ArcGIS
Sevtsuk, A., & Mekonnen, M. (2012) · Revue internationale de géomatique · doi:10.3166/rig.22.287-305 · Cited by 288 · see citing works
Spatial Science and Network Science: Review and Outcomes of a Complex Relationship
Ducruet, C., & Beauguitte, L. (2014) · Networks and Spatial Economics · doi:10.1007/s11067-013-9222-6 · Cited by 193 · cited 1× · see citing works
“In urban studies, relationships between these spatial components are systematized by use of mathematical graphs (Ducruet and Beauguitte 2014; Barthelemy 2011).”
BackgroundModeling the Growth of Transportation Networks: A Comprehensive Review
Xie, F., & Levinson, D. (2009) · Networks and Spatial Economics · doi:10.1007/s11067-007-9037-4 · Cited by 163 · cited 1× · see citing works
“Traditionally complex network theory explains the evolution of scale-free phenomenon by Bgrowth^ and Bpreferential attachment^ (Xie and Levinson 2009; Barabasi and Albert 1999).”
BackgroundDetermination of Thresholds of Visual Impact: The Case of Wind Turbines
Bishop, I. D. (2002) · Environment and Planning B: Planning and Design · doi:10.1068/b12854 · Cited by 152 · cited 1× · see citing works
“However, according to Bishop (2002) in areas with transparent skies, visibility modelling out to 20 km–30 km is justified.”
BackgroundVISUAL THRESHOLDS FOR DETECTION, RECOGNITION AND VISUAL IMPACT IN LANDSCAPE SETTINGS
SHANG, H., & BISHOP, I. D. (2000) · Journal of Environmental Psychology · doi:10.1006/jevp.1999.0153 · Cited by 128 · see citing works
CREATING MORE PEOPLE-FRIENDLY URBAN STREETS THROUGH ‘LINK AND PLACE’ STREET PLANNING AND DESIGN
JONES, P., MARSHALL, S., & BOUJENKO, N. (2008) · IATSS Research · doi:10.1016/s0386-1112(14)60196-5 · Cited by 96 · see citing works
Scaling and universality in the micro-structure of urban space
Carvalho, R., & Penn, A. (2004) · Physica A: Statistical Mechanics and its Applications · doi:10.1016/j.physa.2003.10.024 · Cited by 96 · cited 1× · see citing works
“Several studies also found scale-free degree distributions in street networks, using other graph representations (Cardillo et al. 2006; Carvalho and Penn 2004; Porta et al. 2006).”
BackgroundGrêt-Regamey, A., Bishop, I. D., & Bebi, P. (2007) · Environment and Planning B: Planning and Design · doi:10.1068/b32051 · Cited by 88 · see citing works
Visibility of urban activities and pedestrian routes: An experiment in a virtual environment
Natapov, A., & Fisher-Gewirtzman, D. (2016) · Computers, Environment and Urban Systems · doi:10.1016/j.compenvurbsys.2016.03.007 · Cited by 79 · see citing works
Self-citationA Complex Network Approach to Urban Growth
Andersson, C., Frenken, K., & Hellervik, A. (2006) · Environment and Planning A: Economy and Space · doi:10.1068/a37418 · Cited by 67 · cited 1× · see citing works
“…economic life in cities increases with population size: wages, income, gross domestic product and bank deposits scale super linearly, over different years and nations, with statistically consistent exponents (Bettencourt et al. 2007; Andersson et al. 2006; Florida 2004; Barabasi and Albert 1999).”
BackgroundSpatial Behavior in Transportation Modeling and Planning
Golledge, R. G., & rling, T. G. (2002) · New directions in civil engineering · doi:10.1201/9781420042283.ch3 · Cited by 66 · cited 1× · see citing works
“Visual properties are embedded in both the urban environment and pedestrian behaviour, and most pedestrian behaviours are guided by the processing of visuospatial information (Wiener et al. 2009; Golledge and Gärling 2002; Gibson 1950).”
Background(2005) · Cited by 62 · see citing works
A comment on the market value of a room with a view
Lange, E., & Schaeffer, P. V. (2001) · Landscape and Urban Planning · doi:10.1016/s0169-2046(01)00148-7 · Cited by 57 · see citing works
Spatial ability at two scales of representation: A meta-analysis
Wang, L., Cohen, A. S., & Carr, M. (2014) · Learning and Individual Differences · doi:10.1016/j.lindif.2014.10.006 · Cited by 55 · cited 2× · see citing works
“These include size, contrast, colour, shape, texture, pattern, and complexity of the viewed elements, their static or dynamic position, atmospheric conditions, distance, angle of observation, etc. (Wang et al. 2014; GretRegamy et al. 2007; Shang and Bishop 2000).”
BackgroundAn Approach to Built-Form Connectivity at an Urban Scale: System Description and its Representation
Krüger, M. J. T. (1979) · Environment and Planning B: Planning and Design · doi:10.1068/b060067 · Cited by 47 · see citing works
Topological Structure of Urban Street Networks from the Perspective of Degree Correlations
Jiang, B., Duan, Y., Lu, F., Yang, T., & Zhao, J. (2014) · Environment and Planning B: Planning and Design · doi:10.1068/b39110 · Cited by 38 · see citing works
(2003) · UCL Discovery (University College London) · Cited by 26 · see citing works
Why Retailers Cluster: An Agent Model of Location Choice on Supply Chains
Huang, A., & Levinson, D. (2011) · Environment and Planning B: Planning and Design · doi:10.1068/b36018 · Cited by 26 · cited 1× · see citing works
“The majority of existing studies focus on the economic principles underpinning this clustering, ignoring the influence of urban morphology and associated human behaviour (Huang and Levinson 2011; Ottaviano et al. 1998).”
BackgroundCan visibility predict location? Visibility graph of food and drink facilities in the city
Natapov, A., Czamanski, D., & Fisher-Gewirtzman, D. (2013) · Survey Review · doi:10.1179/1752270613y.0000000057 · Cited by 21 · see citing works
Self-citationVortex-Based Zero-Conflict Design of Urban Road Networks
Eichler, D., Bar-Gera, H., & Blachman, M. (2013) · Networks and Spatial Economics · doi:10.1007/s11067-012-9179-x · Cited by 20 · cited 1× · see citing works
“This method represents junctions in street networks as nodes, and the street segments that connect junctions as edges (Eichler et al. 2013; Strano et al. 2012 and Barthelemy 2011).”
MethodThe Location of Urban Land Uses
Loewenstein, L. K. (1963) · Land Economics · doi:10.2307/3144845 · Cited by 15 · cited 1× · see citing works
“The emergence of urban uses and activities in cities is inordinately complex process influenced by diverse zoning laws, de jure segregation and more (Loewenstein 1963).”
BackgroundA Structural Perspective on Visibility Patterns with a Topographic Surface
Jiang, B. (2005) · Transactions in GIS · doi:10.1111/j.1467-9671.2005.00230.x · Cited by 11 · cited 2× · see citing works
“…package, Gephi (Jacomy et al. 2009), using the probability of links distribution equal to: pi ¼ 2E N N−1ð Þ ð5Þ The calculations of L and C in actual and random graphs were performed in the same package and for the regular graphs it is straightforward following Jiang (2005) (see supporting files).”
MethodResultThe Road to Direction Assessing the Impact of Road Asymmetry on Street Network Small-Worldness
Sainte‐Marie, M. H. (2014) · Cited by 1 · see citing works
Broido, A. D., & Clauset, A. (2018) · arXiv · doi:10.48550/arxiv.1801.03400
Flagged first, then by citations
Cited by
Sorted by citations
Architectural features and indoor evacuation wayfinding: The starting point matters
Natapov, A., Parush, A., Laufer, L., & Fisher-Gewirtzman, D. (2021) · Safety Science · doi:10.1016/j.ssci.2021.105483 · Cited by 57 · see citing works
Self-citationUncovering Links Between Urban Studies and Network Science
Derudder, B., & Neal, Z. P. (2018) · Networks and Spatial Economics · doi:10.1007/s11067-019-09453-w · Cited by 26 · see citing works
“Similarly, Verhetsel et al. (2018) and Natapov et al. (2018) illustrate how network perspectives can shed new light on already well-established urban research agendas, including the literature on daily urban systems and space syntax, respectively.”
BackgroundZhang, Z., Jia, L., & Qin, Y. (2020) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2020.3004000 · Cited by 18 · see citing works
Bendib, A. (2021) · GeoJournal · doi:10.1007/s10708-021-10373-x · Cited by 6 · see citing works
Trends and new elements in urban hierarchy research: the Greek paradigm
Lemonakis, C., Alexopoulos, G., Garefalakis, A. E., et al. (2023) · The Annals of Regional Science · doi:10.1007/s00168-022-01202-1 · Cited by 6 · see citing works
Natapov, A., & Grinshpun, H. (2019) · Journal of Urban Design · doi:10.1080/13574809.2019.1592667 · Cited by 5 · see citing works
Self-citationFelli, A., Montaldi, C., Tomei, V., et al. (2025) · Lecture notes in computer science · doi:10.1007/978-3-031-97603-2_8 · Cited by 1 · see citing works
Seeing and being seen: spatial visibility and the pedestrian mobility in urban public squares
Dastoum, M., Askarizad, R., & Garau, C. (2026) · Frontiers in Built Environment · doi:10.3389/fbuil.2026.1896222 · Cited by 1 · see citing works
Jingga, A. P., Ramma, Z. P., Hayati, A., et al. (2024) · IOP Conference Series Earth and Environmental Science · doi:10.1088/1755-1315/1394/1/012015
Wayfinding challenges in morphologically complex educational buildings
Mohareb, N., & El-Feki, S. (2026) · Proceedings of the Institution of Civil Engineers - Urban Design and Planning · doi:10.1680/jurdp.25.00033
The impact of intra-regional road networks on small business dynamics in China
Wang, L., & Zhao, J. (2026) · Research in Transportation Economics · doi:10.1016/j.retrec.2026.101729
- Authors
- Natapov, A., Czamanski, D., & Fisher-Gewirtzman, D.
- Affiliations
- University College London (GB)
- Western Galilee College (IL)
- Technion – Israel Institute of Technology (IL)
- Corresponding author
- Natapov, Asya
- Venue
- Networks and Spatial Economics
- Published
- 2018-07-07
- Volume
- 18
- Issue
- 3
- Pages
- 555-575
- ISSN
- 1566-113X (ISSN-L)
- 1572-9427
- OpenAlex
- W2821472895
- Cited by
- 11
- References
- 50
- Citations by year
- 2026: 3 · 2025: 1 · 2024: 1 · 2023: 1 · 2021: 2 · 2020: 1 · 2019: 1 · 2018: 1
- FWCI
- 0.98
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Networks and Spatial Economics (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Funders
- Israel Science Foundation (59/17)
- Joan and Reginald Coleman-Cohen Fund
- Topics
- Physical Sciences › Engineering › Building and Construction › Urban Design and Spatial Analysis
- Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › Complex Network Analysis Techniques
- Social Sciences › Transportation › Urban Transport and Accessibility
- Keywords
- visibility graph, street networks, pedestrian accessibility, urban amenities, small-world networks, scale-free networks, network hubs, visual cognition, network structure
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-21.
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Statistics and arithmetic are recomputed, not judged.
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