Perceptual learning, roving and the unsupervised bias

Vision Research

Volumn 61, Issue , 2012, Pages 95-99

  Herzog, Michael H ^a   Aberg, Kristoffer C ^a,b   Frémaux, Nicolas ^a   Gerstner, Wulfram ^a   Sprekeler, Henning ^a,c  

^a EPFL   (Switzerland)

^b UNIVERSITY OF GENEVA   (Switzerland)

^c HUMBOLDT UNIVERSITY   (Germany)

Author keywords

Bisection stimuli; Neural networks; Perceptual learning; Roving

Indexed keywords

ARTICLE; BRAIN DEPTH STIMULATION; CONCEPTUAL FRAMEWORK; FEEDBACK SYSTEM; HUMAN; LEARNING; NERVE CELL NETWORK; PERCEPTION; PERCEPTUAL LEARNING; PRIORITY JOURNAL; SYNAPTIC TRANSMISSION; TRAINING; UNSUPERVISED BIAS;

FEEDBACK; HUMANS; LEARNING; MODELS, BIOLOGICAL; PHOTIC STIMULATION; PSYCHOPHYSICS; VISUAL PERCEPTION;

EID: 84860848635     PISSN: 00426989     EISSN: 18785646     Source Type: Journal    
DOI: 10.1016/j.visres.2011.11.001     Document Type: Article

References (37)

1. Aberg K.C., Herzog M.H. Interleaving bisection stimuli - randomly or in sequence - does not disrupt perceptual learning, it just makes it more difficult. Vision Research 2009, 49:2591-2598.
2. Aberg K., Herzog M. Does perceptual learning suffer from retrograde interference?. PLoS One 2010, 5:e14161.
3. Aberg, K. C., & Herzog, M. H. (submitted for publication). About similar characteristics of visual perceptual learning and LTP.
4. Aberg K.C., Tartaglia E.M., Herzog M.H. Perceptual learning with chevrons requires a minimal number of trials, transfers to untrained directions, but does not require sleep. Vision Research 2009, 49:2087-2094.
5. Ball K., Sekuler R. Specific and enduring improvement in visual motion discrimination. Science 1982, 218:697-698.
6. Banai K., Ortiz J.A., Oppenheimer J.D., Wright B.A. Learning two things at once: Differential constraints on the acquisition and consolidation of perceptual learning. Neuroscience 2009, 165:436-444.
7. Bliss T.V.P., Collingridge G.L. A synaptic model of memory: Long-term potentiation in the hippocampus. Nature 1993, 361:31-39.
8. Crist R.E., Kapadia M.K., Westheimer G., Gilbert C.D. Perceptual learning of spatial localization: Specificity for orientation, position, and context. Journal of Neurophysiology 1997, 78:2889-2894.
9. Dosher B.A., Lu Z.L. Perceptual learning reflects external noise filtering and internal noise reduction through channel reweighting. Proceedings of the National Academy of Sciences of the United States of America 1998, 95(23):13988-13993.
10. Perceptual learning 2002, MIT Press. M. Fahle, T. Poggio (Eds.).
11. Farries M.A., Fairhall A.L. Reinforcement learning with modulated spike timing dependent synaptic plasticity. Journal of Neurophysiology 2007, 98(6):3648-3665.
12. Frémaux N., Sprekeler H., Gerstner W. Functional requirements for reward-modulated spike-timing-dependent plasticity. Journal of Neuroscience 2010, 30(40):13326.
13. Frey U., Morris R.G.M. Synaptic tagging and long-term potentiation. Nature 1997, 385:533-536.
14. Herzog M., Fahle M. The role of feedback in learning a vernier discrimination task. Vision Research 1997, 37:2133-2141.
15. Herzog M., Fahle M. Modelling perceptual learning: Difficulties and how they can be overcome. Biological Cybernetics 1998, 78:107-117.
16. Izhikevich E. Solving the distal reward problem through linkage of STDP and dopamine signaling. Cerebral Cortex 2007, 17:2443-2452.
17. Koyama S., Harner A., Watanabe T. Task-dependent changes of the psychophysical motion-tuning functions in the course of perceptual learning. Perception 2004, 33:1139-1147.
18. Kuai S.-G., Zhang J.-Y., Klein S., Levi D.M., Yu C. The essential role of stimulus temporal patterning in enabling perceptual learning. Nature Neuroscience 2005, 8:1497-1499.
19. Legenstein R., Pecevski D., Maass W. A learning theory for reward-modulated spike-timing-dependent plasticity with application to biofeedback. PLoS Computational Biology 2008, 4:e1000180.
20. Loewenstein Y. Robustness of learning that is based on covariance-driven synaptic plasticity. PLoS Computational Biology 2008, 4(3):e1000007.
21. Malenka R.C., Bear M.F. LTP and LTD: An embarassment of riches. Neuron 2004, 44:5-21.
22. Otto T.U., Herzog M.H., Fahle M., Zhaoping L. Perceptual learning with spatial uncertainties. Vision Research 2006, 46:3223-3233.
23. Parkosadze K., Otto T.U., Malania M., Kezeli A., Herzog M.H. Perceptual learning of bisection stimuli under roving: Slow and largely specific. Journal of Vision 2008, 8:1-8.
24. Petrov A.A., Dosher B.A., Lu Z.L. The dynamics of perceptual learning: An incremental reweighting model. Psychological Review 2005, 112(4):715-743.
25. Poggio T., Fahle M., Edelman S. Fast learning in visual hyperacuity. Science 1992, 256:1018-1021.
26. Sagi D. Perceptual learning in Vision Research. Vision Research 2011, 51(13):1552-1566.
27. Schultz W. Behavioral dopamine signals. Trends in Neurosciences 2007, 30:203-210.
28. Schultz W. Dopamine signals for reward value and risk: Basic and recent data. Behavioral and Brain Functions 2010, 6:24.
29. Schultz W., Dayan P., Montague R.R. A neural substrate for prediction and reward. Science 1997, 275:1593-1599.
30. Shibata K., Yamagishi N., Ishii S., Kawato M. Boosting perceptual learning by fake feedback. Vision Research 2009, 49:2574-2585.
31. Sotiropoulos G., Seitz A.R., Series P. Perceptual learning in visual hyperacuity: A reweighting model. Vision Research 2011, 51(6):585-599.
32. Sundareswaran V., Vaina L.M. Adaptive computational models of fast learning of motion direction discrimination. Biological Cybernetics 1996, 74:319-329.
33. Tartaglia E., Aberg K., Herzog M. Perceptual learning and roving: Stimulus types and overlapping neural populations. Vision Research 2009, 49:1420-1427.
34. Wright B.A., Sabin A.T. Perceptual learning: How much daily training is enough?. Experimental Brain Research 2007, 180:727-736.
35. Wright B., Sabin A., Zhang Y., Marrone N., Fitzgerald M. Enabling perceptual learning by alternating practice with sensory stimulation alone. Journal of Neuroscience 2010, 30:12868-12877.
36. Yu C., Klein S.A., Levi D.M. Perceptual learning in contrast discrimination and the (minimal) role of context. Journal of Vision 2004, 4:169-182.
37. Zhang J.-Y., Kuai S.-G., Xiao L.-Q., Klein S.A., Levi D.M., Yu C. Stimulus coding rules for perceptual learning. PLoS Biology 2008, 6:1651-1660.