Measurement and analysis of online social networks

Collective dynamics of ‘small-world’ networks

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The Strength of Weak Ties

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Emergence of Scaling in Random Networks

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Social Network Analysis: Methods and Applications

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Social Network Analysis: Methods and Applications

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Community structure in social and biological networks

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Untitled work

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Authoritative sources in a hyperlinked environment

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Power-law distributions in empirical data

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The small-world problem

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The structure of scientific collaboration networks

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On power-law relationships of the Internet topology

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Diameter of the World-Wide Web

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Mixing patterns in networks.

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Classes of small-world networks

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A critical point for random graphs with a given degree sequence

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The small-world phenomenon

Kleinberg, J. M. (2000) · ACM Symposium on Theory of Computing (STOC) · doi:10.1145/335305.335325 · Cited by 1,908 · see citing works

Group formation in large social networks: membership, growth, and evolution

Backstrom, L., Huttenlocher, D., Kleinberg, J., & Lan, X. (2006) · Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining · doi:10.1145/1150402.1150412 · Cited by 1,805 · see citing works

Navigation in a small world

Kleinberg, J. M. (2000) · Nature · doi:10.1038/35022643 · Cited by 1,730 · see citing works

Structure and evolution of online social networks

Kumar, R., Novak, J., & Tomkins, A. (2006) · ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) · doi:10.1145/1150402.1150476 · Cited by 1,091 · see citing works

Computer Relaying for Power Systems

PHADKE, A. G., & Thorp, J. S. (2009) · Wiley eBooks · doi:10.1002/9780470749722 · Cited by 1,005 · see citing works

Trawling the Web for emerging cyber-communities

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Analysis of topological characteristics of huge online social networking services

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The Size of the Giant Component of a Random Graph with a Given Degree Sequence

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Geographic routing in social networks

Liben‐Nowell, D., Novak, J., Kumar, R., Raghavan, P., & Tomkins, A. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0503018102 · Cited by 843 · see citing works

SybilGuard

Yu, H., Kaminsky, M., Gibbons, P. B., & Flaxman, A. D. (2006) · ACM SIGCOMM Computer Communication Review · doi:10.1145/1151659.1159945 · Cited by 734 · see citing works

Anatomy of the Cortex

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Friends, Friendsters, and Top 8: Writing community into being on social network sites

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Contacts and influence

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Towards a Theory of Scale-Free Graphs: Definition, Properties, and Implications

Li, L., Alderson, D., Doyle, J. C., & Willinger, W. (2005) · Internet Mathematics · doi:10.1080/15427951.2005.10129111 · Cited by 556 · see citing works

Statistical properties of sampled networks

Lee, S. H., Kim, P., & Jeong, H. (2006) · Physical Review E · doi:10.1103/physreve.73.016102 · Cited by 446 · see citing works

The Small World Web

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The Structure of the Web

Kleinberg, J. M., & Lawrence, S. (2001) · Science · doi:10.1126/science.1067014 · Cited by 322 · see citing works

Systematic topology analysis and generation using degree correlations

Mahadevan, P., Krioukov, D., Fall, K., & Vahdat, A. (2006) · Cited by 269 · see citing works

A social network caught in the Web

Adamic, L. A., Buyukkokten, O., & Adar, E. (2003) · First Monday · doi:10.5210/fm.v8i6.1057 · Cited by 267 · see citing works

Cooperative peer groups in NICE

Lee, S., Sherwood, R., & Bhattacharjee, B. (2003) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infcom.2003.1208963 · Cited by 263 · see citing works

SybilGuard: defending against sybil attacks via social networks

Yu, H., Kaminsky, M., Gibbons, P. B., & Flaxman, A. (2006) · Proceedings of the 2006 conference on Applications, technologies, architectures, and protocols for computer communications · doi:10.1145/1159913.1159945 · Cited by 260 · see citing works

Cooperative peer groups in NICE

Sherwood, R., Lee, S., & Bhattacharjee, B. (2005) · Computer Networks · doi:10.1016/j.comnet.2005.07.012 · Cited by 214 · see citing works

Exploiting Social Networks for Internet Search

Mislove, A., Gummadi, K. P., & Druschel, P. (2006) · Cited by 175 · see citing works

RE: reliable email

Garriss, S., Kaminsky, M., Freedman, M. J., Karp, B. N., Mazières, D., & Yu, H. (2006) · Networked Systems Design and Implementation · Cited by 133 · see citing works

Systematic topology analysis and generation using degree correlations

Mahadevan, P., Krioukov, D., Fall, K., & Vahdat, A. (2006) · ACM SIGCOMM Conference (SIGCOMM) · doi:10.1145/1159913.1159930 · Cited by 123 · see citing works

Short paths in expander graphs

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Jellyfish: A conceptual model for the as Internet topology

Siganos, G., Tauro, S. L., & Faloutsos, M. (2006) · Journal of Communications and Networks · doi:10.1109/jcn.2006.6182774 · Cited by 81 · see citing works

A Comparison of Sampling Techniques for Web Graph Characterization

Becchetti, L., Castillo, C., & Fazzone, A. (2006) · Cited by 54 · see citing works

Editorial

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A pragmatic approach to dealing with high-variability in network measurements

Willinger, W., Alderson, D., & Li, L. (2004) · ACM Internet Measurement Conference (IMC) · doi:10.1145/1028788.1028800 · Cited by 50 · see citing works

Diversity of graphs with highly variable connectivity

Alderson, D., & Li, L. (2007) · Physical Review E · doi:10.1103/physreve.75.046102 · Cited by 48 · see citing works

KeyChains: A Decentralized Public-Key Infrastructure

Morselli, R., Bhattacharjee, B., Katz, J. I., & Marsh, M. (2006) · University Libraries (University of Maryland) · Cited by 17 · see citing works

Distributed Uniform Sampling in Real- World Networks

Awan, A., Ferreira, R. A., Jagannathan, S., & Grama, A. Y. (2004) · Purdue e-Pubs (Purdue University System) · Cited by 10 · see citing works

Defining and evaluating network communities based on ground-truth

Yang, J., & Leskovec, J. (2013) · Knowledge and Information Systems · doi:10.1007/s10115-013-0693-z · Cited by 1,531 · see citing works

On the evolution of user interaction in facebook

Viswanath, B., Mislove, A., Cha, M., & Gummadi, K. P. (2009) · Proceedings of the 2nd ACM workshop on Online social networks · doi:10.1145/1592665.1592675 · Cited by 1,461 · see citing works

De-anonymizing Social Networks

Narayanan, A., & Shmatikov, V. (2009) · IEEE Symposium on Security and Privacy (S&P) · doi:10.1109/sp.2009.22 · Cited by 1,324 · see citing works

Usage, barriers and measurement of social media marketing: An exploratory investigation of small and medium B2B brands

Michaelidou, N., Siamagka, N., & Christodoulides, G. (2011) · Industrial Marketing Management · doi:10.1016/j.indmarman.2011.09.009 · Cited by 1,004 · see citing works

An overview of online fake news: Characterization, detection, and discussion

Zhang, X., & Ghorbani, A. A. (2020) · Information Processing & Management · doi:10.1016/j.ipm.2019.03.004 · Cited by 997 · see citing works

Scale-free networks are rare

Broido, A. D., & Clauset, A. J. (2019) · CU Scholar (University of Colorado Boulder) · Cited by 957 · see citing works

User interactions in social networks and their implications

Wilson, C., Boe, B., Sala, A., Puttaswamy, K. P. N., & Zhao, B. Y. (2009) · Proceedings of the 4th ACM European conference on Computer systems · doi:10.1145/1519065.1519089 · Cited by 879 · see citing works

Scale-Free Networks Are Rare

Broido, A. D., & Clauset, A. (2019) · Nature Communications · doi:10.1038/s41467-019-08746-5 · Cited by 875 · see citing works

Characterizing user behavior in online social networks

Benevenuto, F., Rodrigues, T., Cha, M., & Almeida, V. A. F. (2009) · ACM Internet Measurement Conference (IMC) · doi:10.1145/1644893.1644900 · Cited by 795 · see citing works

A measurement-driven analysis of information propagation in the flickr social network

Cha, M., Mislove, A. E., & Gummadi, K. P. (2009) · International World Wide Web Conference (WWW) · doi:10.1145/1526709.1526806 · Cited by 772 · see citing works

A scalable processing-in-memory accelerator for parallel graph processing

Ahn, J., Hong, S., Yoo, S., Mutlu, O., & Choi, K. (2015) · Proceedings - International Symposium on Computer Architecture/Proceedings · doi:10.1145/2749469.2750386 · Cited by 768 · see citing works

Defining and evaluating network communities based on ground-truth

Yang, J., & Leskovec, J. (2012) · doi:10.1145/2350190.2350193 · Cited by 792 · see citing works

Statistics and Social Network of YouTube Videos

Cheng, X., Dale, C., & Liu, J. (2008) · doi:10.1109/iwqos.2008.32 · Cited by 735 · see citing works

A few chirps about twitter

Krishnamurthy, B., Gill, P., & Arlitt, M. (2008) · Proceedings of the first workshop on Online social networks · doi:10.1145/1397735.1397741 · Cited by 697 · see citing works

Walking in Facebook: A Case Study of Unbiased Sampling of OSNs

Gjoka, M., Kurant, M., Butts, C. T., & Markopoulou, A. P. (2010) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infcom.2010.5462078 · Cited by 679 · see citing works

You are who you know

Mislove, A. E., Viswanath, B., Gummadi, K. P., & Druschel, P. (2010) · ACM International Conference on Web Search and Data Mining (WSDM) · doi:10.1145/1718487.1718519 · Cited by 669 · see citing works

Detecting Automation of Twitter Accounts: Are You a Human, Bot, or Cyborg?

Chu, Z., Gianvecchio, S., Wang, H., & Jajodia, S. (2012) · IEEE Transactions on Dependable and Secure Computing · doi:10.1109/tdsc.2012.75 · Cited by 634 · see citing works

Social Media Mining

Zafarani, R., Abbasi, M. A., & Liu, H. (2014) · Cambridge University Press eBooks · doi:10.1017/cbo9781139088510 · Cited by 608 · see citing works

SybilLimit: A Near-Optimal Social Network Defense against Sybil Attacks

Yu, H., Gibbons, P. B., Kaminsky, M., & Xiao, F. (2008) · IEEE Symposium on Security and Privacy (S&P) · doi:10.1109/sp.2008.13 · Cited by 570 · see citing works

Who is tweeting on Twitter

Chu, Z., Gianvecchio, S., Wang, H., & Jajodia, S. (2010) · Annual Computer Security Applications Conference · doi:10.1145/1920261.1920265 · Cited by 498 · see citing works

Persona

Baden, R., Bender, A., Spring, N. T., Bhattacharjee, B., & Starin, D. (2009) · ACM SIGCOMM Conference (SIGCOMM) · doi:10.1145/1592568.1592585 · Cited by 496 · see citing works

A Critical Review of Centrality Measures in Social Networks

Landherr, A., Friedl, B., & Heidemann, J. (2010) · Business & Information Systems Engineering · doi:10.1007/s12599-010-0127-3 · Cited by 465 · see citing works

Seven Months with the Devils: A Long-Term Study of Content Polluters on Twitter

Lee, K., Eoff, B. D., & Caverlee, J. (2021) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v5i1.14106 · Cited by 448 · see citing works

Streaming graph partitioning for large distributed graphs

Stanton, I., & Kliot, G. (2012) · ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) · doi:10.1145/2339530.2339722 · Cited by 449 · see citing works

Friendship prediction and homophily in social media

Aiello, L. M., Barrat, A., Schifanella, R., Cattuto, C., Markines, B., & Menczer, F. (2012) · ACM Transactions on the Web · doi:10.1145/2180861.2180866 · Cited by 442 · see citing works

The socialbot network

Boshmaf, Y., Muslukhov, I., Beznosov, K., & Ripeanu, M. (2011) · Annual Computer Security Applications Conference · doi:10.1145/2076732.2076746 · Cited by 439 · see citing works

PIM-enabled instructions

Ahn, J., Yoo, S., Mutlu, O., & Choi, K. (2015) · Proceedings - International Symposium on Computer Architecture/Proceedings · doi:10.1145/2749469.2750385 · Cited by 437 · see citing works

Detecting and characterizing social spam campaigns

Gao, H., Hu, J. S., Wilson, C., Li, Z., Chen, Y., & Zhao, B. Y. (2010) · ACM Internet Measurement Conference (IMC) · doi:10.1145/1879141.1879147 · Cited by 420 · see citing works

Growth of the flickr social network

Mislove, A. E., Koppula, H. S., Gummadi, K. P., Druschel, P., & Bhattacharjee, B. (2008) · doi:10.1145/1397735.1397742 · Cited by 423 · see citing works

Fast exact shortest-path distance queries on large networks by pruned landmark labeling

Akiba, T., Iwata, Y., & Yoshida, Y. (2013) · ACM SIGMOD International Conference on Management of Data (SIGMOD) · doi:10.1145/2463676.2465315 · Cited by 404 · see citing works

Web data extraction, applications and techniques: A survey

Ferrara, E., Meo, P. D., Fiumara, G., & Baumgartner, R. (2014) · Knowledge-Based Systems · doi:10.1016/j.knosys.2014.07.007 · Cited by 397 · see citing works

Accurate Estimation of the Degree Distribution of Private Networks

Hay, M., Li, C., Miklau, G., & Jensen, D. D. (2009) · Proceedings · doi:10.1109/icdm.2009.11 · Cited by 394 · see citing works

Inside dropbox

Drago, I., Mellia, M., Munafò, M. M., Sperotto, A., Sadre, R., & Pras, A. (2012) · ACM Internet Measurement Conference (IMC) · doi:10.1145/2398776.2398827 · Cited by 372 · see citing works

Identifying Influential Nodes in Large-Scale Directed Networks: The Role of Clustering

Chen, D.-B., Gao, H., Lu, L.-Y., & Zhou, T. (2013) · PLoS ONE · doi:10.1371/journal.pone.0077455 · Cited by 358 · see citing works

Community Detection and Mining in Social Media

Tang, L., & Liu, H. (2010) · Synthesis lectures on data mining and knowledge discovery · doi:10.2200/s00298ed1v01y201009dmk003 · Cited by 356 · see citing works

Routing in Socially Selfish Delay Tolerant Networks

Li, Q., Zhu, S., & Cao, G. (2010) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infcom.2010.5462138 · Cited by 352 · see citing works

Direction-optimizing Breadth-First Search

Beamer, S., Asanović, K., & Patterson, D. A. (2012) · International Conference for High Performance Computing, Networking, Storage and Analysis (SC) · doi:10.1109/sc.2012.50 · Cited by 356 · see citing works

The effects of network sharing on knowledge-sharing activities and job performance in enterprise social media environments

Kwahk, K.-Y., & Park, D.-H. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.09.044 · Cited by 348 · see citing works

A Practical Attack to De-anonymize Social Network Users

Wondracek, G., Holz, T., Kirda, E., & Kruegel, C. (2010) · IEEE Symposium on Security and Privacy (S&P) · doi:10.1109/sp.2010.21 · Cited by 338 · see citing works

Estimating and sampling graphs with multidimensional random walks

Ribeiro, B., & Towsley, D. (2010) · ACM Internet Measurement Conference (IMC) · doi:10.1145/1879141.1879192 · Cited by 343 · see citing works

Prying Data out of a Social Network

Bonneau, J., Anderson, J., & Danezis, G. (2009) · IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM) · doi:10.1109/asonam.2009.45 · Cited by 338 · see citing works

Real-Time Detection of Traffic From Twitter Stream Analysis

D’Andrea, E., Ducange, P., Lazzerini, B., & Marcelloni, F. (2015) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2015.2404431 · Cited by 329 · see citing works

Distributed and cloud computing: from parallel processing to the Internet of things

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LinkBench

Armstrong, T. G., Ponnekanti, V., Borthakur, D., & Callaghan, M. (2013) · ACM SIGMOD International Conference on Management of Data (SIGMOD) · doi:10.1145/2463676.2465296 · Cited by 313 · see citing works

An analysis of underground forums

Motoyama, M., McCoy, D., Levchenko, K., Savage, S., & Voelker, G. M. (2011) · ACM Internet Measurement Conference (IMC) · doi:10.1145/2068816.2068824 · Cited by 311 · see citing works

Can we get from liking to buying? Behavioral differences in hedonic and utilitarian Facebook usage

Pöyry, E., Parvinen, P. M. T., & Malmivaara, T. (2013) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2013.01.003 · Cited by 311 · see citing works

Local search of communities in large graphs

Cui, W., Xiao, Y., Wang, H., & Wang, W. (2014) · ACM SIGMOD International Conference on Management of Data (SIGMOD) · doi:10.1145/2588555.2612179 · Cited by 305 · see citing works

Community-Affiliation Graph Model for Overlapping Network Community Detection

Yang, J., & Leskovec, J. (2012) · Proceedings · doi:10.1109/icdm.2012.139 · Cited by 304 · see citing works

Community detection in node-attributed social networks: A survey

Chunaev, P. (2020) · Computer Science Review · doi:10.1016/j.cosrev.2020.100286 · Cited by 304 · see citing works

Online social networks: A survey of a global phenomenon

Heidemann, J., Klier, M., & Probst, F. (2012) · Computer Networks · doi:10.1016/j.comnet.2012.08.009 · Cited by 299 · see citing works

Event-based social networks

Liu, X., He, Q., Tian, Y., Lee, W.-C., McPherson, J., & Han, J. (2012) · ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) · doi:10.1145/2339530.2339693 · Cited by 299 · see citing works

Metrics for Community Analysis

Chakraborty, T., Dalmia, A., Mukherjee, A., & Ganguly, N. (2017) · ACM Computing Surveys · doi:10.1145/3091106 · Cited by 330 · see citing works

Open challenges for data stream mining research

Krempl, G., Žliobaitė, I., Brzeziński, D., Hüllermeier, E., Last, M., Lemaire, V., Noack, T., Shaker, A., Sievi, S., Spiliopoulou, M., et al. (2014) · ACM SIGKDD Explorations Newsletter · doi:10.1145/2674026.2674028 · Cited by 295 · see citing works

A Survey of Social-Based Routing in Delay Tolerant Networks: Positive and Negative Social Effects

Zhu, Y. N., Xu, B., Shi, X. M., & Wang, Y. (2012) · IEEE Communications Surveys & Tutorials · doi:10.1109/surv.2012.032612.00004 · Cited by 295 · see citing works

Understanding online social network usage from a network perspective

Schneider, F., Feldmann, A., Krishnamurthy, B., & Willinger, W. (2009) · ACM Internet Measurement Conference (IMC) · doi:10.1145/1644893.1644899 · Cited by 291 · see citing works

Towards real-time community detection in large networks

Leung, I. X. Y., Hui, P., Lió, P., & Crowcroft, J. (2009) · Physical Review E · doi:10.1103/physreve.79.066107 · Cited by 290 · see citing works

Unveiling facebook

Nazir, A., Raza, S., & Chuah, C. (2008) · ACM Internet Measurement Conference (IMC) · doi:10.1145/1452520.1452527 · Cited by 269 · see citing works

Understanding the Characteristics of Internet Short Video Sharing: A YouTube-Based Measurement Study

Cheng, X., Liu, J., & Dale, C. (2013) · IEEE Transactions on Multimedia · doi:10.1109/tmm.2013.2265531 · Cited by 266 · see citing works

A survey of Twitter research: Data model, graph structure, sentiment analysis and attacks

Antonakaki, D., Fragopoulou, P., & Ioannidis, S. (2020) · Expert Systems with Applications · doi:10.1016/j.eswa.2020.114006 · Cited by 279 · see citing works

Sybil-resilient online content voting

Tran, N. H. K., Min, B., Li, J., & Subramanian, L. (2009) · Cited by 256 · see citing works

Defining and Evaluating Network Communities Based on Ground-Truth

Yang, J., & Leskovec, J. (2012) · Proceedings · doi:10.1109/icdm.2012.138 · Cited by 260 · see citing works

Spreading dynamics in complex networks

Pei, S., & Makse, H. A. (2013) · Journal of Statistical Mechanics Theory and Experiment · doi:10.1088/1742-5468/2013/12/p12002 · Cited by 249 · see citing works

Sybillimit: a near-optimal social network defense against sybil attacks

Yu, H., Gibbons, P. B., Kaminsky, M., & Xiao, F. (2010) · IEEE/ACM Transactions on Networking · doi:10.1109/tnet.2009.2034047 · Cited by 246 · see citing works

Practical Recommendations on Crawling Online Social Networks

Gjoka, M., Kurant, M., Butts, C. T., & Markopoulou, A. P. (2011) · IEEE Journal on Selected Areas in Communications · doi:10.1109/jsac.2011.111011 · Cited by 245 · see citing works

Anger Is More Influential than Joy: Sentiment Correlation in Weibo

Fan, R., Zhao, J., Chen, Y., & Xu, K. (2014) · PLoS ONE · doi:10.1371/journal.pone.0110184 · Cited by 244 · see citing works

Cloudburst

Sreekanti, V., Wu, C., Lin, X. C., Schleier-Smith, J., Gonzalez, J. E., Hellerstein, J. M., & Tumanov, A. (2020) · Proceedings of the VLDB Endowment · doi:10.14778/3407790.3407836 · Cited by 237 · see citing works

Design and analysis of a social botnet

Boshmaf, Y., Muslukhov, I., Beznosov, K., & Ripeanu, M. (2012) · Computer Networks · doi:10.1016/j.comnet.2012.06.006 · Cited by 230 · see citing works

Detecting and characterizing social spam campaigns

Gao, H., Hu, J. S., Wilson, C., Li, Z., Chen, Y., & Zhao, B. Y. (2010) · ACM SIGSAC Conference on Computer and Communications Security (CCS) · doi:10.1145/1866307.1866396 · Cited by 235 · see citing works

Clash of the titans

Shi, J., Qiu, Y., Minhas, U. F., Jiao, L., Wang, C., Reinwald, B., & Özcan, F. (2015) · Proceedings of the VLDB Endowment · doi:10.14778/2831360.2831365 · Cited by 227 · see citing works

The little engine(s) that could

Pujol, J. M., Erramilli, V., Siganos, G., Yang, X., Nikolaos Laoutaris, B., Chhabra, P., & Rodríguez, P. (2010) · ACM SIGCOMM Conference (SIGCOMM) · doi:10.1145/1851182.1851227 · Cited by 226 · see citing works

EASiER

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Detecting spammers and content promoters in online video social networks

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