Modeling behavior in different delay match to sample tasks in one simple network

Frontiers in Human Neuroscience

Volumn , Issue JUL, 2013, Pages

  Amit, Yali ^a   Yakovlev, Volodya ^b   Hochstein, Shaul ^b  

^a UNIVERSITY OF CHICAGO   (United States)

^b HEBREW UNIVERSITY OF JERUSALEM   (Israel)

Author keywords

Familiarity; Forgetting; Hebbian learning; Memory; Readout mechanism; Recognition; Recurrent networks; Reset mechanism; Working memory

Indexed keywords

ARTICLE; BEHAVIOR; BRAIN FUNCTION; CONTROLLED STUDY; FAMILIARITY; FORGETTING; HEBBIAN SYNAPTIC LEARNING; IMAGE PROCESSING; LEARNING; NERVE CELL NETWORK; RECOGNITION; RECURRENT NETWORK; SIMULATION; STOCHASTIC MODEL; SYNAPSE; TASK PERFORMANCE; WORKING MEMORY;

EID: 84933676924     PISSN: 16625161     EISSN: 16625161     Source Type: Journal    
DOI: 10.3389/fnhum.2013.00408     Document Type: Article

References (26)

1. Amit, D.J. & Brunel, N. (1997), Dynamics of recurrent network of spiking neurons before and following learning, Network 8, 373-404.
2. Amit, D.J. & Fusi, S. (1994), Learning in neural networks with material synapses, Neural Comp. 6, 957-982.
3. Amit, D.J., Bernacchia, A. & Yakovlev, V. (2003), Multiple working memory-model for behavioral experiment, Cerebral Cortex 13, 435-444.
4. Amit, Y. & Huang, Y. (2010), Precise capacity analysis in binary networks with multiple coding level inputs, Neural Comp. 22, 660-688.
5. Bogacz, R., Brown, M.W. & Giraud-Carrier, C. (1999), High Capacity Neural Networks for Familiarity Discrimination, Proceed. 9th Int'l Conf Artificial Neural Networks (ICANN99), 773-778.
6. Bogacz, R., Brown, M.W. & Giraud-Carrier, C. (2001), Model of familiarity discrimination in the perirhinal cortex, J. Comput. Neurosci. 10, 5-23.
7. Brown, M.W. & Aggleton, J.P. (2001), Recognition memory: what are the roles of the perirhinal cortex and hippocampus?, Nat. Rev. Neurosci. 2, 51-62.
8. Brunel, N. & Wang, X.-J. (2001), Effects of neuromodulation in a cortical network model of object working memory dominated by recurrent inhibition., J. Comput. Neurosci. 11, 63-85.
9. Cohen, A., Rotello, C. & Macmillan, N. (2008), Evaluating models of remember-know judgments, Psychonomic Bulletin & Review 15, 906-926.
10. Collingridge, G.L., Peineau, S., Howland, J.G. & Wang, Y.T. (2010), Long-term depression in the CNS, Nature Rev. Neurosci. 11, 459-473.
11. Engel, T.A. & Wang, X.-J. (2011), Same or different? a neural circuit mechanism of similaritybased pattern match decision making, J. Neurosci. 31, 6982-6996.
12. Fuster, J.M. & Alexander, G.E. (1971). Neuron activity related to short-term memory. Science 173, 652-654.
13. Huang, Y. & Amit, Y. (2011), Capacity analysis in multi-state synaptic models: a retrieval probability perspective, J. Comput. Neurosci. 30, 699-720.
14. Jacoby, L.L., Toth, J.P. & Yonelinas, A.P. (1993), Separating conscious and unconscious influences of memory: Measuring recollection, Journal of Experimental Psychology: General 122, 139-154.
15. Mandler, G. (1980), Recognizing: The judgment of previous occurrence, Psychological Review 87, 252-271.
16. Miller, E.K. & Desimone, R. (1994), Parallel neuronal mechanisms for short term memory, Science 263, 520-522.
17. Miller, E.K., Erickson, C.A. & Desimone, R. (1996), Neural mechanism of working memory in prefrontal cortex of macaque, J. Neurosci. 16, 5154-5167.
18. Miyashita, Y. (1988). Neural correlate of visual associative long-term memory in the primate temporal cortex. Nature 335, 817-820.
19. Romani, S., Amit, D. & Amit, Y. (2008), Optimizing one-shot learning with binary synapses, Neural Comp. 20, 1928-1950.
20. Rotello, C.M., Macmillan, N.A., Reeder, J.A., & Wong, M. (2005), The remember response: Subject to bias, graded, and not a process-pure indicator of recollection, Psychonomic Bulletin & Review 12, 865-873.
21. Squire, L.R., Wixted, J.T. & Clark, R.E. (2007), Recognition memory and the medial temporal lobe: a new perspective, Nat. Rev. Neurosci. 8, 872-883.
22. Wixted, J.T. (2007), Dual-process theory and signal-detection theory of recognition memory, Psychol. Rev. 114, 152-176.
23. Yakovlev, V., Amit, D.J., Romani, S. & Hochstein, S. (2008) Universal memory mechanism for familiarity recognition and identification. J. Neurosci. 28, 239-248.
24. Yakovlev, V., Amit, Y. & Hochstein, S. (2013). It's Hard to Forget. Front. Comput. Neurosci. submitted, accompanying paper.
25. Yakovlev, V., Bernacchia, A., Orlov, T., Hochstein, S. & Amit, D. (2005), Multi-item working memory-a behavioral study, CerebralCortex 15, 602-15.
26. Yonelinas, A.P. (1994), Receiver-operating characteristics in recognition memory: Evidence for a dual-process model, J. Exp. Psychol.: Learning, Mem. Cognit. 20, 1341-1354.