The DOI matches its Crossref record; 73 of the 73 references it cites were found in a registry or an index.
Cognitive emissions of 1/f noise.
Abstract
The residual fluctuations that naturally arise in experimental inquiry are analyzed in terms of their time histories. Although these fluctuations are generally relegated to a statistical purgatory known as unexplained variance, this article shows that they may harbor a long-term memory process known as 1/f noise. This type of noise has been encountered in a number of biological and physical systems and is theorized to be a signature of dynamic complexity. Its presence in psychological data appears to be associated with the most elementary aspect of cognitive process, the formation of representations.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“For example, coherent spontaneous activity appears to be an important source of trial-to-trial variability in measured brain responses (42,43) and may relate to the trialto-trial variability commonly observed in human behavior (44).”
From Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems (2006) · cites this paper as [44]
Citations
Cites
Savitzky-Golay Smoothing Filters
Press, W. H., & Teukolsky, S. A. (1990) · Computers in Physics · doi:10.1063/1.4822961 · Cited by 11,851
Self-organized criticality: An explanation of the 1/ f noise
Bak, P., Tang, C., & Wiesenfeld, K. A. (1987) · Physical Review Letters · doi:10.1103/physrevlett.59.381 · Cited by 7,644
Bak, P., Tang, C., & Wiesenfeld, K. A. (1988) · Physical Review A · doi:10.1103/physreva.38.364 · Cited by 4,744
(1989) · Long Range Planning · doi:10.1016/0024-6301(89)90186-6 · Cited by 3,449
Bak, P. (1996) · Springer eBooks · doi:10.1007/978-1-4757-5426-1 · Cited by 2,830
Statistics for Long-Memory Processes.
Ray, W. D., & Beran, J. (1996) · Journal of the Royal Statistical Society Series A (Statistics in Society) · doi:10.2307/2983481 · Cited by 2,716
Gleick, J., Goodwin, B. M., Stewart, I., & Hanson, B. E. (1987) · CERN Document Server (European Organization for Nuclear Research) · Cited by 2,707
Intermittent transition to turbulence in dissipative dynamical systems
Yves Pomeau, A., & Manneville, P. (1980) · Communications in Mathematical Physics · doi:10.1007/bf01197757 · Cited by 2,032
Stelmach, G. E., & Requin, J. (1980) · Advances in psychology · doi:10.1016/s0166-4115(08)x6078-9 · Cited by 1,705
Mental Images and Their Transformations
D., C. P., Shepard, R. N., & Cooper, L. A. (1983) · The American Journal of Psychology · doi:10.2307/1422825 · Cited by 1,689
The Hot Hand in Basketball: On the Misperception of Random Sequences
Gilovich, T., Vallone, R., & Tversky, A. (1985) · Cognitive Psychology · doi:10.1016/0010-0285(85)90010-6 · Cited by 1,649
Barnsley, M. F., Devaney, R. L., Mandelbrot, B. B., Peitgen, H., Saupe, D., & Voss, R. F. (1988) · Springer eBooks · doi:10.1007/978-1-4612-3784-6 · Cited by 1,618
Priming of pop-out: I. Role of features
Maljkovic, V., & Nakayama, K. (1994) · Memory & Cognition · doi:10.3758/bf03209251 · Cited by 1,107
Response delays and the timing of discrete motor responses
Wing, A. M., & Kristofferson, A. B. (1973) · Perception & Psychophysics · doi:10.3758/bf03198607 · Cited by 945
Keshner, M. S. (1982) · Proceedings of the IEEE · doi:10.1109/proc.1982.12282 · Cited by 762
Surface topography as a nonstationary random process
Sayles, R. S., & THOMAS, T. R. (1978) · Nature · doi:10.1038/271431a0 · Cited by 711
Bak, P., & Chen, K. (1991) · Scientific American · doi:10.1038/scientificamerican0191-46 · Cited by 707
Gilden, D. L., Thornton, T., & Mallon, M. W. (1995) · Science · doi:10.1126/science.7892611 · Cited by 641
Self-citationFractals in nature: From characterization to simulation
Voss, R. F. (1988) · Springer eBooks · doi:10.1007/978-1-4612-3784-6_1 · Cited by 627
Fractal dimensions of landscapes and other environmental data
BURROUGH, P. A. (1981) · Nature · doi:10.1038/294240a0 · Cited by 606
‘1/fnoise’ in music and speech
Voss, R. F., & CLARKE, J. (1975) · Nature · doi:10.1038/258317a0 · Cited by 597
Allan, L. G. (1979) · Perception & Psychophysics · doi:10.3758/bf03204158 · Cited by 569
Priming of pop-out: II. The role of position
Maljkovic, V., & Nakayama, K. (1996) · Perception & Psychophysics · doi:10.3758/bf03206826 · Cited by 544
Global matching models of recognition memory: How the models match the data
Clark, S. E., & Gronlund, S. D. (1996) · Psychonomic Bulletin & Review · doi:10.3758/bf03210740 · Cited by 535
Modelling the Power Spectra of Natural Images: Statistics and Information
van der Schaaf, A., & van Hateren, J. H. (1996) · Vision Research · doi:10.1016/0042-6989(96)00002-8 · Cited by 528
Townsend, J. T. (1990) · Psychological Science · doi:10.1111/j.1467-9280.1990.tb00067.x · Cited by 515
Voss, R. F. (1985) · Springer eBooks · doi:10.1007/978-3-642-84574-1_34 · Cited by 508
Hays, W. L. (1988) · Cited by 463
’’1/ f noise’’ in music: Music from 1/ f noise
Voss, R. F., & Clarke, J. L. (1978) · The Journal of the Acoustical Society of America · doi:10.1121/1.381721 · Cited by 382
Measuring the effect of attention on simple visual search.
Palmer, J. C., Ames, C. T., & Lindsey, D. T. (1993) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.19.1.108 · Cited by 365
Self-organized criticality in the 'Game of Life"
Bak, P., Chen, K., & Creutz, M. J. (1989) · Nature · doi:10.1038/342780a0 · Cited by 362
Statistics for Long-Memory Processes
Glosup, J., & Beran, J. (1997) · Technometrics · doi:10.2307/1270785 · Cited by 360
Goodness of pattern and pattern uncertainty
Garner, W. R., & Clement, D. E. (1963) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(63)80046-8 · Cited by 264
Do humans possess an internal clock with scalar timing properties?
Wearden, J. H. (1991) · Learning and Motivation · doi:10.1016/0023-9690(91)90017-3 · Cited by 220
1/fnoise, distribution of lifetimes, and a pile of sand
Jensen, H. J., Christensen, K., & Fogedby, H. C. (1989) · Physical review. B, Condensed matter · doi:10.1103/physrevb.40.7425 · Cited by 195
Flicker noises in astronomy and elsewhere.
Press, W. H. (1978) · Comments on Astrophysics · Cited by 184
Measuring the effect of attention on simple visual search.
Palmer, J. C., Ames, C. T., & Lindsey, D. T. (1993) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.19.1.108 · Cited by 183
Visual search and reading of rapid serial presentations of letter strings, words, and text.
Juola, J. F., Ward, N. J., & McNamara, T. P. (1982) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.111.2.208 · Cited by 175
Characteristics of Natural Scenes Related to the Fractal Dimension
Keller, J. M., Crownover, R. M., & Chen, R. Y. (1987) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.1987.4767956 · Cited by 170
West, B. J., & Shlesinger, M. F. (1989) · International Journal of Modern Physics B · doi:10.1142/s0217979289000609 · Cited by 166
28 The Long and Short of Timing in Response Sequences
Wing, A. M. (1980) · Advances in psychology · doi:10.1016/s0166-4115(08)61963-9 · Cited by 153
Fundamental Algorithms for Computer Graphics
Earnshaw, R. (1991) · Springer eBooks · doi:10.1007/978-3-642-84574-1 · Cited by 150
The bow and sequential effects in absolute identification
Luce, R. D., Nosofsky, R. M., Green, D. M., & Smith, A. F. (1982) · Perception & Psychophysics · doi:10.3758/bf03202769 · Cited by 147
Random Walk in a Random Environment and 1f Noise
Marinari, E., Giorgio Parisi, A., Ruelle, D. P., & Windey, P. (1983) · Physical Review Letters · doi:10.1103/physrevlett.50.1223 · Cited by 136
Fluctuations in the Time Required for Elementary Decisions
Gilden, D. L. (1997) · Psychological Science · doi:10.1111/j.1467-9280.1997.tb00441.x · Cited by 136
Self-citationNoise in Physical Systems and 1/F Fluctuations
(2001) · doi:10.1142/4748 · Cited by 125
Dynamic Pattern Formation Leads to 1f Noise in Neural Populations
Usher, M., Stemmler, M., & Olami, Z. (1995) · Physical Review Letters · doi:10.1103/physrevlett.74.326 · Cited by 124
Berry, M., & Hannay, J. H. (1978) · Nature · doi:10.1038/273573a0 · Cited by 117
On sequential effects in absolute judgment experiments.
Staddon, J. E. R., King, M. C., & Lockhead, G. R. (1980) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.6.2.290 · Cited by 115
Avalanches and 1f Noise in Evolution and Growth Models
Maslov, S., Paczuski, M., & Bak, P. (1994) · Physical Review Letters · doi:10.1103/physrevlett.73.2162 · Cited by 112
The noise spectrum in the model of self-organised criticality
Kertész, J., & Kiss, L. B. (1990) · Journal of Physics A Mathematical and General · doi:10.1088/0305-4470/23/9/006 · Cited by 112
Nonindependence of successive responses in measurements of the visual threshold.
Verplanck, W. S., COLLIER, G. H., & Cotton, J. W. (1952) · Journal of Experimental Psychology · doi:10.1037/h0054948 · Cited by 107
Bak, P. (1990) · Physica A Statistical Mechanics and its Applications · doi:10.1016/0378-4371(90)90348-v · Cited by 103
Several Unresolved Conceptual Problems of Mathematical Psychology
Luce, R. D. (1997) · Journal of Mathematical Psychology · doi:10.1006/jmps.1997.1150 · Cited by 97
Deterministic 1/fnoise in nonconserative models of self-organized criticality
Christensen, K., Olami, Z., & Bak, P. (1992) · Physical Review Letters · doi:10.1103/physrevlett.68.2417 · Cited by 95
Gardner, M. R. (1978) · Scientific American · doi:10.1038/scientificamerican0478-16 · Cited by 92
Noise in physical systems and 1/f fluctuations
武者, 利., 佐藤, 俊., & 山本, 光. (1992) · Medical Entomology and Zoology · Cited by 91
Robust space-time intermittency and noise
Keeler, J. D., & Farmer, J. D. (1986) · Physica D Nonlinear Phenomena · doi:10.1016/0167-2789(86)90148-x · Cited by 86
Usher, M., Stemmler, M., Christof Koch, A., & Olami, Z. (1994) · Neural Computation · doi:10.1162/neco.1994.6.5.795 · Cited by 79
Ito, K. (1995) · Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · doi:10.1103/physreve.52.3232 · Cited by 56
Autoregressive model of 1/f noise
Kaulakys, B. (1999) · Physics Letters A · doi:10.1016/s0375-9601(99)00284-4 · Cited by 53
On the Nature of Streaks in Signal Detection
Gilden, D. L., & Wilson, S. (1995) · Cognitive Psychology · doi:10.1006/cogp.1995.1002 · Cited by 49
Self-citationParallel processing of redundant targets in simple visual search tasks
van der Heijden, A. H. C., Heij, W. L., & Boer, J. P. A. (1983) · Psychological Research · doi:10.1007/bf00308704 · Cited by 43
The perception of natural contour.
Gilden, D. L., Schmuckler, M. A., & Clayton, K. (1993) · Psychological Review · doi:10.1037/0033-295x.100.3.460 · Cited by 43
Self-citationSelf-organized criticality in the ‘‘game of Life’’
Alstrøm, P., & Leão, J. (1994) · Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · doi:10.1103/physreve.49.r2507 · Cited by 42
Extremal dynamics: A unifying physical explanation of fractals, 1/f noise, and activated processes
Miller, S. L., Miller, W. M., & McWhorter, P. J. (1993) · Journal of Applied Physics · doi:10.1063/1.353079 · Cited by 38
Inability to Perceive the Direction of Rotation Movement of Line Segments
Julesz, B., & HESSE, R. I. (1970) · Nature · doi:10.1038/225243a0 · Cited by 37
Self-organized criticality in non-conservative models
Bak, P. (1992) · Physica A Statistical Mechanics and its Applications · doi:10.1016/0378-4371(92)90503-i · Cited by 31
Previous training as a determinant of response dependency at the threshold.
Verplanck, W. S., Cotton, J. W., & COLLIER, G. H. (1953) · Journal of Experimental Psychology · doi:10.1037/h0050386 · Cited by 29
Topography of random surfaces (reply)
Sayles, R. S., & Thomas, T. R. (1978) · Nature · doi:10.1038/273573b0 · Cited by 17
Randomized Stimuli and the Non-Independence of Successive Responses at the Visual Threshold
Verplanck, W. S., & Blough, D. S. (1958) · The Journal of General Psychology · doi:10.1080/00221309.1958.9710195 · Cited by 15
Teaching Africa in an Atlantic Perspective
Thornton, J. (2000) · Radical History Review · doi:10.1215/01636545-2000-77-123 · Cited by 5
1/ƒ noise and chaos in analog neural networks
Moreira, J. E., & Andrade, J. S. (1994) · Physica A Statistical Mechanics and its Applications · doi:10.1016/0378-4371(94)90306-9 · Cited by 5
Research works printed but not linked: 3
- Hays, 1988, Statistics.
- Luce, 1986, Response times.
- Press, 1992, Numerical recipes.
Cited by
Sorted by citations
Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging
Fox, M. D., & Raichle, M. E. (2007) · Nature Reviews Neuroscience · doi:10.1038/nrn2201 · Cited by 6,700
Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems
Fox, M. D., Corbetta, M., Snyder, A. Z., Vincent, J. L., & Raichle, M. E. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0604187103 · Cited by 2,101
Sensorimotor synchronization: A review of the tapping literature
Repp, B. H. (2005) · Psychonomic Bulletin & Review · doi:10.3758/bf03206433 · Cited by 1,522
A Comparison of Sequential Sampling Models for Two-Choice Reaction Time.
Ratcliff, R., & Smith, P. L. (2004) · Psychological Review · doi:10.1037/0033-295x.111.2.333 · Cited by 1,288
Emergent complex neural dynamics
Chialvo, D. R. (2010) · Nature Physics · doi:10.1038/nphys1803 · Cited by 1,165
Metadata
- Authors
- Gilden, D. L.
- Affiliations
- The University of Texas at Austin (US)
- Corresponding author
- Gilden, David L.
- ORCID
- Gilden, David L.
- Venue
- Psychological Review
- Published
- 2001
- Volume
- 108
- Issue
- 1
- Pages
- 33-56
- ISSN
- 0033-295X (ISSN-L)
- 1939-1471
- OpenAlex
- W2096018883
- Cited by
- 516
- References
- 72
- Citations by year
- 2026: 6 · 2025: 9 · 2024: 10 · 2023: 20 · 2022: 14 · 2021: 23 · 2020: 20 · 2019: 52 · 2018: 25 · 2017: 16 · 2016: 13 · 2015: 20 · 2014: 28 · 2013: 23 · 2012: 31
- FWCI
- 6.64
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Review (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute of Mental Health (1 RO1-MH58606-01, R01MH058606)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Cognitive Science and Education Research
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Complex Systems and Time Series Analysis
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Keywords
- 1/f noise, long-range dependence, mental representation, residual variance, time series analysis, dynamic complexity, cognitive processes, psychological data
- MeSH terms
- Cognition, Discrimination, Psychological, Humans, Memory, Psychology, Experimental, Reaction Time, Signal Detection, Psychological, Cognitive Science
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.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review