Computational models can replicate the capacity of human recognition memory

Network: Computation in Neural Systems

Volumn 19, Issue 3, 2008, Pages 161-182

  Androulidakis, Zacharias ^a   Lulham, Andrew ^a   Bogacz, Rafal ^a   Brown, Malcolm W ^a  

^a UNIVERSITY OF BRISTOL   (United Kingdom)

Author keywords

Capacity; Familiarity discrimination; Recognition memory

Indexed keywords

ARTICLE; ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; BIOMIMETICS; COMPARATIVE STUDY; COMPUTER SIMULATION; EVALUATION; HUMAN; METHODOLOGY; PATTERN RECOGNITION; PHYSIOLOGY; RECOGNITION;

BIOMIMETICS; COMPUTER SIMULATION; HUMANS; MODELS, BIOLOGICAL; NEURAL NETWORKS (COMPUTER); PATTERN RECOGNITION, AUTOMATED; PATTERN RECOGNITION, VISUAL; RECOGNITION (PSYCHOLOGY);

EID: 54349117512     PISSN: 0954898X     EISSN: 13616536     Source Type: Journal    
DOI: 10.1080/09548980802412638     Document Type: Article

References (39)

1. Amari S, Cichocki A. 1998. Adaptive blind signal processing - neural network approaches. Proceedings of IEEE 86:2026-2048.
2. Amit DJ. 1989. Modeling brain function. Cambridge: Cambridge University Press.
3. Androulidakis Z. 2007. Explaining the power law describing the accuracy of familiarity judgements. MSc. thesis Bristol: University of Bristol.
4. Bell AJ, Sejnowski TJ. 1995. An information-maximization approach to blind separation and blind deconvolution. Neural Computation 7:1129-1159.
5. Bell AJ, Sejnowski TJ. 1997. The 'independent components' of natural scenes are edge filters. Vision Research 37:3327-3338.
6. Bogacz R, Brown MW. 2002. The restricted influence of the sparseness of coding on the capacity of the familiarity discrimination networks. Network: Computation in Neural Systems 13:457-485.
7. Bogacz R, Brown MW. 2003. Comparison of computational models of familiarity discrimination in the perirhinal cortex. Hippocampus 13:494-524.
8. Bogacz R, Brown MW, Giraud-Carrier C. 2001. Model of familiarity discrimination in the perirhinal cortex. Journal of Computational Neuroscience 10:5-23.
9. Bogacz R, Cohen JD. 2004. Parameterization of connectionist models. Behavioral Research Methods, Instruments, and Computers 36:732-741.
10. Brown MW, Aggleton JP. 2001. Recognition memory: What are the roles of the perirhinal cortex and hippocampus?. Nature Reviews Neuroscience 2:51-62.
11. Brown MW, Bashir ZI. 2002. Evidence concerning how neurons of the perirhinal cortex may effect familiarity discrimination. Philosphical Transactions of the Royal Society London. Series B, Biological Sciences 357:1083-1095.
12. Brown MW, Wilson FAW, Riches IP. 1987. Neuronal evidence that inferotemporal cortex is more important than hippocampus in certain processes underlying recognition memory. Brain Research 409:158-162.
13. Brown MW, Xiang JZ. 1998. Recognition memory: Neuronal substrates of the judgement of prior occurrence. Progress in Neurobiology 55:149-189.
14. Eichenbaum H, Otto T, Cohen NJ. 1994. Two functional components of the hippocampal memory system. Behavioral and Brain Sciences 17:449-518.
15. Eichenbaum H, Yonelinas AP, Ranganath C. 2007. The medial temporal lobe and recognition memory. Annual Review Neuroscience 30:123-152.
16. Erickson CA, Jagadeesh B, Desimone R. 2000. Clustering of perirhinal neurons with similar properties following visual experience in adult monkey. Nature Neuroscience 3:1143-1148.
17. Hasselmo ME, Wyble BP. 1997. Free recall and recognition in a network model of the hippocampus: Simulating effects of scopolamine on human memory function. Behavioural Brain Research 89:1-34.
18. Hertz J, Krogh A, Palmer RG. 1991. Introduction to the theory of neural computations. Redwood City, CA: Addison-Wesley.
19. Hopfield JJ. 1982. Neural networks and physical systems with emergent collective computational abilities. Proceedings of the National Academy of Science 79:2554-2558.
20. Insausti R, Juottonen K, Soininen H, Insausti AM, Partanen K, Vainio P, Laakso MP, Pitkanen A. 1998. MR volumetric analysis of the human entorhinal, perirhinal and temporopolar cortices. American Journal of Neuroradiology 19:659-671.
21. Kohonen T, Oja E, Ruohonen M. 1974. Adaptation of a linear system to finite set of patterns occurring in an arbitrarily varying order. Acta Polytechnica Scandinavica-Electrical Engineering Series 25:7-15.
22. Li L, Miller EK, Desimone R. 1993. The representation of stimulus familiarity in anterior inferior temporal cortex. Journal of Neurophysiology 69:1918-1929.
23. Lulham A, Vogt S, Bogacz R, Brown MW. 2006. Anti-Hebbian learning in the perirhinal cortex may underlie both familiarity discrimination and feature extraction. Computational Neuroscience Conference, Edinburgh.
24. Mandler G. 1980. Recognizing: The judgement of previous occurrence. Psychological Review 87:252-271.
25. Meeter M, Myers CE, Gluck MA. 2005. Integrating incremental learning and episodic memory models of the hippocampal region. Psychological Review 112:560-585.
26. Murray EA, Bussey TJ. 1999. Perceptual-mnemonic functions of the perirhinal cortex. Trends in Cognitive Sciences 3:142-151.
27. Nickerson RS. 1965. Short-term memory for complex meaningful visual configurations: A demonstration of capacity. Canadian Journal of Psychology 19:155-160.
28. Norman KA, Newman EL, Perotte AJ. 2005. Methods for reducing interference in the complementary learning systems model: Oscillating inhibition and autonomous memory rehearsal. Neural Networks 18:1212-1228.
29. Norman KA, O'Reilly RC. 2003. Modeling hippocampal and neocortical contributions to recognition memory: A complementary-learning-systems approach. Psychological Review 110:611-646.
30. Olshausen BA, Field DJ. 1996. Emergence of simple-cell receptive field properties by learning a sparse code for natural images. Nature 381:607-609.
31. Roediger III HL, McDermott KB. 1995. Creating false memories: Remembering words not present in list. Journal of Experimental Psychology: Learning, Memory and Cognition 21:803-814.
32. Shepard RN. 1967. Recognition memory for words sentences and pictures. Journal of Verbal Learning and Verbal Behavior 6:156-163.
33. Sobotka S, Ringo JL. 1994. Stimulus specific adaptation in excited but not in inhibited cells in inferotemporal cortex of Macaque. Brain Research 646:94-99.
34. Sohal VS, Hasselmo ME. 2000. A model for experience-dependent changes in the responses of inferotemporal neurons. Network: Computation in Neural Systems 11:169-190.
35. Standing L. 1973. Learning 10,000 Pictures. Quarterly Journal of Experimental Psychology 25:207-222.
36. Standing L, Conezio J, Haber RN. 1970. Perception of memory for pictures: Single trial learning of 2500 visual stimuli. Psychonomic Science 19:73-74.
37. Waydo S, Koch C. 2008. Unsupervised learning of individuals and categories from images. Neural Computation 20:1165-1178.
38. Yonelinas AP. 2002. The nature of recollection and familiarity: A review of 30 years of research. Journal of Memory and Language 46:441-517.
39. Zhang L. 2007. Investigating the capacity of models for familiarity discrimination with noise. MSc. thesis. Bristol: University of Bristol.