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Original Articles

Binding and multiple instantiation in a distributed network of spiking nodes

Pages 99-126 | Published online: 01 Jul 2010

  • Abeles , M. 1991 . Corticonics: Neural Circuits of the Cerebral Cortex , New York : Cambridge University Press .
  • Abeles , M. , Prut , Y. , Bergman , H. , Vaadia , E. and Aertsen , A. 1993 . “ Integration, synchronicity and periodicity ” . In Brain Theory: Spatio-temporal Aspects of Brain Function , Edited by: Aertsen , A. 149 – 181 . Amsterdam : Elsevier .
  • Agmon-Snir , H. , Carr , C. E. and Rinzel , J. 1998 . The role of dendrites in auditory coincidence detection . Nature , 393 : 268 – 272 .
  • Ajjanagadde , V. 1994 . “ Unclear distinctions lead to unnecessary shortcomings: examining the rule vs fact, role vs filler, and type vs predicate distinctions from a connectionist representation and reasoning perspective ” . In Proceedings of the AAA 1-94 , 846 – 851 . Menlo Park, CA : AAAI Press .
  • Baddeley , A. D. and Warrington , E. K. 1970 . Amnesia and the distinction between long and short-term memory . Journal of Verbal Learning and Verbal Behavior , 9 : 176 – 189 .
  • Baird , B. , Troyer , T. and Eeckman , F. 2000 . “ Attentional network streams of synchronized 40-Hz activity in a cortical architecture of coupled oscillatory associative memories ” . In Oscillations in Neural System , Edited by: Levine , D. S. , Brown , V. R. and Shirey , T. 285 – 305 . Mahwah, NJ : Lawrence Erlbaum .
  • Barlow , H. B. 1972 . Single units and sensation: A neuron doctrine for perceptual psychology? . Perception , 1 : 371 – 94 .
  • Barnden , J. A. and Srinivas , K. 1991 . Encoding techniques for complex information structures in connectionist systems . Connection Science , 3 : 269 – 315 .
  • Bookman , L. A. and Alterman , R. 1991 . “ Schema recognition for text understanding: an analog semantic feature approach ” . In Advances in Connectionist and Neural Computation Theory Volume 1: High-level Connectionist Models , Edited by: Bamden , J. A. and Pollack , J. B. 87 – 122 . Norwood, NJ : Ablex Publishing Corporation .
  • Borisyuk , G. , Borisyuk , R. , Kazanovich , Y. and Strong , G. 2000 . “ Oscillatory neural networks: modeling minding and attention by synchronization of neural activity ” . In Oscillations in Neural Systems , Edited by: Levine , D. S. , Brown , V. R. and Shirey , T. 261 – 283 . Mahwah, NJ : Lawrence Erlbaum .
  • Broadbent , D. E. 1975 . “ The magic number seven after fifteen years ” . In Studies in Long-term Memory , Edited by: Kennedy , A. and Wilkes , A. New, Nork : John Wiley & Sons .
  • Brown , M. B. and Forsythe , A. B. 1974 . The ANOVA and multiple comparisons for data with heterogeneous variances . Biometrics , 30 : 719 – 724 .
  • Canavier , C. C. , Clark , J. W. and Byrne , J. H. 1990 . Routes to chaos in a model of a bursting neuron . Biophysical Journal , 57 : 1245 – 1251 .
  • Cowan , N. 1998 . Visual and auditory working memory capacity . Trends in Cognitive Sciences , 2 : 77 – 78 .
  • Cowan , N. The magical number 4 in short-term memory: a reconsideration of mental storage capacity . Behavioural and Brain Sciences , 24 in press,
  • Dyer , M. G. 1991 . “ Symbolic neuroengineering for natural language processing: a multilevel research approach ” . In Advances in Connectionist and Neural Computation Theory Volume I: High-level Connectionist Models , Edited by: Barnden , J. A. and Pollack , J. B. 32 – 86 . Norwood, NJ : Ablex Publishing Corporation .
  • Eckhorn , R. , Bauer , R. , Jorden , W. , Brosch , M. , Kruse , W. , Munk , M. and Reitboeck , H. J. 1988 . Coherent oscillations: A mechanism for feature linking in the visual cortex? . BiologicalCybernetics , 60 : 121 – 130 .
  • Engel , A. K. , König , P. , Gray , C. M. and Singer , W. 1990 . Stimulus-dependent neuronal oscillations in cat visual cortex: inter-columnar interaction as determined by cross-correlation analysis . European Journal of Neuroscience , 2 : 588 – 606 .
  • Engel , A. K. , König , P. , Kreiter , A. K. and Singer , W. 1991a . Interhemispheric synchronization of oscillatory neuronal responses in cat visual cortex . Science , 252 : 1177 – 1179 .
  • Engel , A. K. , König , P. and Singer , W. 1991b . Direct physiological evidence for scene segmentation by temporal coding . Proceedings of the National Academy of Sciences, USA , 88 : 9136 – 9140 .
  • Engel , A. K. , Kreiter , A. K. , König , P. and Singer , W. 1991c . Synchronisation of oscillatory neuronal responses between striate and extrastriate visual cortical areas of the cat . Proceedings of the National Academy of Sciences, USA , 88 : 6048 – 6052 .
  • Feldman , J. A. 1982 . Dynamic connections in neural networks . Biological Cybernetics , 46 : 27 – 39 .
  • Feldman , J. A. 1986 . Neural Representation of Conceptual Knowledge , Technical Report 189 University of Rochester Computer Science .
  • Fisher , D. L. 1984 . Central capacity limits in consistent mapping, visual search tasks: Four channels or more? . Cognitive Psychology , 16 : 449 – 484 .
  • French , R. M. 1995 . The Subtlety of Sameness: A Theory and Computer Model of Analogy-making , Cambridge, MA : MIT Press .
  • French , R. M. and Thomas , E. 2000 . Why localist connectionist models are inadequate for categorization . Behavioral and Brain Sciences , 23 : 477
  • Gentner , D. and Toupin , C. 1986 . Systematicity and surface similarity in the development of analogy . Cognitive Science , 10 : 227 – 300 .
  • Gerstner , W. , Kreiter , A. K. , Markram , H. and Herz , A. V. M. 1997 . Neural codes: firing rates and beyond . Proceedings of the National Academy of Sciences, USA , 94 : 12740 – 12741 .
  • Gevins , A. , Smith , M. E. , McEvoy , L. and Yu , D. 1997 . High-resolution EEG mapping of cortical activation related to working memory: effects of task difficulty, type of processing, and practice . Cerebral Cortex , 7 : 374 – 385 .
  • Chose , G. M. and Maunsell , J. 1999 . Specialized representations in visual cortex: a role for binding . Neuron , 24 : 79 – 85 .
  • Glass , L. and Mackay , M. C. 1988 . From Clocks to Chaos , Princeton, NJ : Princeton University Press .
  • Gray , C. M. , König , A. , Engel , A K. and Singer , W. 1989 . Oscillatory responses in cat visual cortex exhibit inter-columnar synchronization which reflects global stimulus properties . Nature , 338 : 334 – 337 .
  • Grossberg , S. and Grunewald , A. 1997 . Cortical synchronization and perceptual framing . Journal of Cognitive Neuroscience , 9 : 117 – 132 .
  • Halford , G. S. , Bain , J. D. and Maybery , M. T. 1984 . Does a concurrent memory load interfere with reasoning? . Current Psychological Research and Reviews , 3 : 14 – 23 .
  • Halford , G. S. and Wilson , W. H. 1980 . A category theory approach to cognitive development . Cognitive Psychology , 12 : 356 – 411 .
  • Halford , G. S. , Wilson , W. H. , Guo , J. , Gayler , R. W. , Wiles , J. and Stewart , J. E. M. 1994 . “ Connectionist implications for processing capacity limitations in analogies ” . In Advances in Connectionist and Neural Computation Theory, Volume 2: Analogical Connections , Edited by: Holyoak , K. J. and Barnden , J. A. 363 – 415 . Norwood, NJ : Ablex .
  • Hebb , D. O. 1949 . The Organization of Behavior , New York : Wiley .
  • Henderson , J. B. 1994 . Description Based Parsing in a Connectionist Network , University of Pennsylvania . Doctoral dissertation
  • Hinten , G. E. , McClelland , J. L. and Rumelhart , D. E. 1986 . “ Distributed representations ” . In Parallel Distributed Processing , Edited by: Rumelhart , D. E. and McClelland , J. L. Volume 1 , 77 – 109 . Cambridge, MA : MIT Press .
  • Hofstadter , D. R. 1984 . The Copycat Project: An Experiment in Nondeterminism and Creative Analogies , Massachusetts Institute of Technology . AI Memo No. 755,
  • Horn , D. and Opher , L. 2000 . “ Temporal segmentation and binding in oscillatory neural systems ” . In Oscillations in Neural Systems , Edited by: Levine , D. S. , Brown , V. R. and Shirey , T. 201 – 216 . Mahwah, NJ : Lawrence Erlbaum .
  • Hummel , J. E. and Biederman , L. 1992 . Dynamic binding in a neural network for shape recognition . Psychological Review , 99 : 480 – 517 .
  • Hummel , J. E. and Holyoak , K. J. 1997 . Distributed representation of structure: a theory of analogical access and mapping . Psychological Review , 104 : 427 – 466 .
  • Ishizuka , S. and Hayashi , H. 1996 . Chaotic and phase-locked responses of the somatosensory cortex to a periodic medial lemniscus stimulation in the anesthetized rat . Brain Research , 723 : 46 – 60 .
  • Ivry , R. B. and Prinzmetal , W. 1991 . Effect of feature similarity on illusory conjunctions . Perception Psychophysics , 49 : 105 – 116 .
  • Jensen , O. , Idiart , M. A. P. and Lisman , J. E. 1996 . Physiologically realistic formation of autoassociative memory in networks with theta/gamma oscillations: role of fast NMDA channels . Learning & Memory , 3 : 243 – 256 .
  • Jensen , O. and Lisman , J. E. 1996 . Novel lists of 7 ± 2 known items can be reliably stored in an oscillatory short-term memory network: interaction with long term memory . Learning & Memory , 3 : 257 – 263 .
  • Jensen , O. and Lisman , J. E. 1998 . An oscillatory short-term memory buffer model can account for data on the Stemberg task . The Journal of Neuroscience , 18 : 10688 – 10699 .
  • Kahana , M. J. , Sekuler , R. , Caplan , J. B. , Kirschen , M. and Madsen , J. R. 1999 . Human theta oscillations exhibit task dependence during virtual maze navigation . Nature , 399 : 781 – 784 .
  • Kanwisher , N. G. 1987 . Repetition blindness: type recognition without token individuation . Cognition , 27 : 117 – 143 .
  • Konnerth , A. , Tsien , R. Y. , Mikoshiba , K. and Altman , J. 1996 . Coincidence Detection in the Nervous System , Strasbourg : Human Frontier Science Programme .
  • Kroger , J. K. and Holyoak , K. J. What it means to be 'the same': the impact of relational complexity on processing efficiency . Proceedings of the Nineteenth Annual Conference of the Cognitive Science Society . pp. 406 – 411 . Mahwah, NJ : Lawrence Erlbaum .
  • Lange , T. E. 1992 . Lexical and pragmatic disambiguation and re-interpretation in Connectionist networks . International Journal of Man-Machine Studies , 36 : 191 – 220 .
  • Lange , T. E. and Dyer , M. G. 1989 . High-level inferencing in a Connectionist network . Connection Science , 1 : 181 – 217 .
  • Lisman , J. E. and Idiart , M. A. P. 1995 . Storage of 7 ± 2 short-term memories in oscillatory subcycles . Science , 267 : 1512 – 1515 .
  • Lowel , S. and Singer , W. 1992 . Selection of intrinsic horizontal connections in the visual cortex by correlated neuronal activity . Science , 255 : 209 – 212 .
  • Luck , S. J. and Vogel , E. K. 1998 . Response from Luck and Vogel . Trends in Cognitive Sciences , 2 : 78 – 80 .
  • Maass , W. 1996 . Networks of spiking neurons: The third generation of neural network models , Technische Universitaet Graz . Technical Report.
  • Maass , W. and Bishop , C. M. 1999 . Pulsed Neural Networks , Cambridge, MA : MIT Press .
  • Maass , W. and Ruf , B. 1999 . On computation with pulses . Information & Computation , 148 : 202 – 218 .
  • MacKay , W. A. 1997 . Synchronized neuronal oscillations and their role in motor processes . Trends in Cognitive Sciences , 1 : 176 – 183 .
  • Mani , D. R. and Shastri , L. 1993 . Reflexive reasoning with multiple instantiation in a Connectionist reasoning system with a type hierarchy . Connection Science , 5 : 205 – 242 .
  • McCarthy , J. 1988 . Epistemological challenges for connectionism . Behavioral and Brain Science , 11 : 44
  • McClelland , J. L. 1986 . “ The programmable blackboard model of reading ” . In Parallel Distributed Processing , Edited by: McClelland , J. L. and Rumelhart , D. E. Volume 2 , 122 – 169 . Cambridge, MA : MIT Press .
  • McClelland , J. L. and Rumelhart , D. E. 1989 . Exploration in Parallel Distributed Processing , Cambridge, MA : MIT Press .
  • Murthy , V. N. and Fetz , E. E. 1992 . Coherent 25- to 35-Hz oscillations in the sensorimotor cortex of awake behaving monkeys . Proceedings of the National Academy of Sciences, USA , 89 : 5670 – 5674 .
  • Nakamura , K. , Mikami , A. and Kubota , K. 1992 . Oscillatory neuronal activity related to visual shortterm memory in monkey temporal pole . Neuroreport , 3 : 117 – 120 .
  • Nelson , J. L. , Salin , P. A. , Munk , M. H. J. , Arzi , M. and Huilier , J. 1992 . Spatial and temporal coherence in cortico-cortical connections: a cross-correlation study in area 17 and 18 in the cat . Visual Neuroscience , 9 : 21 – 38 .
  • O'Keefe , J. and Burgess , N. 1999 . Theta activity, virtual navigation and the human hippocampus . Trends in Cognitive Sciences , 3 : 403 – 406 .
  • Park , N. S. , Robertson , D. and Stenning , K. 1995 . An extension of the temporal synchrony approach to dynamic variable binding an a connectionist inference system . Knowledge Based Systems , 8 : 345 – 358 .
  • Phillips , W. A. and Singer , W. 1997 . In search of common foundations for cortical computation . Behavioral and Brain Sciences , 20 : 657 – 722 .
  • Pomerleau , D. A. 1987 . The Meta-generalized Delta Rule: A New Algorithm for Learning in Connectionist Networks , Technical Report CMU-CS-87-165 Camegie-Mellon University .
  • Roelfsema , P. R. , Engel , A. K. , König , P. and Singer , W. 1996 . The role of neuronal synchronization in response selection: a biologically plausible theory of structured representations in the visual cortex . Journal of Cognitive Neuroscience , 8 : 603 – 625 .
  • Samsonovich , A. and McNaughton , B. L. 1997 . Path integration and cognitive mapping in a continuous attractor neural network model . The Journal of Neuroscience , 17 : 5900 – 5920 .
  • Shallice , T. and Warrington , E. K. 1970 . Independant functioning of verbal memory stores: a neuropsychological study . Quarterly Journal of Experimental Psychology , 22 : 261 – 273 .
  • Shastri , L. and Ajjanagadde , V. 1993 . From simple associations to systematic reasoning: a connectionist representation of rules, variables and dynamic bindings using temporal synchrony . Behavioral and Brain Science , 16 : 417 – 494 .
  • Shepherd , G. M. 1994 . Neurobiology , 3rd edn , Oxford : Oxford University Press .
  • Singer , W. 1993 . Synchronization of cortical activity and its putative role in information processing and learning . Annual Review of Physiology , 55 : 349 – 374 .
  • Singer , W. 1995 . “ Synchronization of neuronal responses as a putative binding mechanism ” . In The Handbook of Brain Theory and Neural Networks , Edited by: Arbib , A. 960 – 964 . Cambridge, MA : MIT Press .
  • Singer , W. , Engel , A. K. , Kreiter , A. K. , Munk , M. H. J. , Neuenschwander , S. and Roelfsema , P. R. 1997 . Neuronal assemblies: necessity, signature and detectability . Trends in Cognitive Sciences , 1 : 252 – 261 .
  • Singer , W. and Gray , C. M. 1995 . Visual feature integration and the temporal correlation hypothesis . Annual Review of Neuroscience , 18 : 555 – 586 .
  • Slawinska , U. and Kasicki , S. 1995 . Theta-like rhythm in depth EEG activity of hypothalamic areas during spontaneous or electrically induced locomotion in the rat . Brain Research , 678 : 117 – 126 .
  • Smolensky , P. 1990 . Tensor product variable binding and the representation of symbolic structures in connectionist systems . Artificial Intelligence , 46 : 159 – 216 .
  • Sougne , J. P. A connectionist model of reflective reasoning using temporal properties of node firing . Proceedings of the Eighteenth Annual Conference of the Cognitive Science . pp. 666 – 671 . Mahwah, NJ : Lawrence Erlbaum .
  • Sougne , J. P. 1998a . Connectionism and the problem of multiple instantiation . Trends in Cognitive Sciences , 2 : 183 – 189 .
  • Sougne , J. P. Period doubling as a means of representing multiply instantiated entities . In Proceedings of the Twentieth Annual Conference of the Cognitive Science Society . pp. 1007 – 1012 . Mahwah, NJ : Lawrence Erlbaum .
  • Sougne , J. P. 1998c . Solving Problems Requiring More than 2 instantiations with Internet , Universit de Lige . http://www.fapse.ulg.ac.be/Lab/cogsci/jsougne/TR-98-2.pdf)
  • Sougne , J. P. 1999 . INFERNET: A Neurocomputational Model of Binding and Inference , Universit de Lige . Doctoral dissertationhttp://www.fapse.ulg.ac.be/Lab/cogsci/jsougne/JSougneThesis. pdf)
  • Sougne , J.P. 2000 . “ Simulating conditional reasoning containing negations: a computer model and human data ” . In Proceedings of the Twenty-Second Annual Conference of the Cognitive Science Society , Edited by: Gleitman , L. R. and Joshi , A. K. 918 – 923 . Mahwah, NJ : Lawrence Erbaum .
  • Sougne , J. P. 2001 . “ A learning algorithm for synfire chains ” . In Proceedings of the Sixth Neural Computation and Psychology Workshop: Evolution, Learning, and Development , Edited by: French , R. M. and Sougne , J. P. London : Springer .
  • Sun , R. 1992 . On variable binding in connectionist networks . Connection Science , 4 : 93 – 124 .
  • Tanaka , K. 1996 . “ A continuous map of higher-level visual features of objects in monley inferotemporal cortex ” . In Coincidence Detection in the Nervous System , Edited by: Konnerth , A. , Tsien , R. Y. , Mikoshiba , K. and Altman , J. 143 – 151 . Strasbourg : Human Frontier Science Programme .
  • Terrace , H. S. 1991 . Chunking during serial learning by a pigeon: I Basic evidence . Journal of Experimental Psychology: Animal Behavior Processes , 17 : 81 – 93 .
  • Touretsky , D. S. and Hinten , G. E. 1988 . A distributed connectionist production system . Cognitive Science , 12 : 423 – 466 .
  • Treisman , A. and Gormican , S. 1988 . Feature analysis in early vision: evidence from search asymmetries . Psychological Review , 95 : 15 – 48 .
  • von der Malsburg , C. 1981 . “ The Correlation Theory of Brain Function. Internal Report 81-2, MPI für Biophysikalische Chemie, Göttingen ” . In Models of Neural Networks , 2nd edn , Edited by: Schulten , K. and Hemmen , H. J. van . Berlin : Springer .
  • Wang , X. and Rinzel , J. 1995 . “ Oscillatory and bursting properties of neurons ” . In The Handbook of Brain Theory and Neural Networks , Edited by: Arbib , A. 686 – 691 . Cambridge, MA : MIT Press .
  • Wilson , M. and Shepherd , G. M. 1995 . “ Olfactory cortex ” . In The Handbook of Brain Theory and Neural Networks , Edited by: Arbib , A. 669 – 673 . Cambridge, MA : MIT Press .
  • Winson , J. 1978 . Loss of hippocampal theta rhythm results in spatial memory deficit in the rat . Science , 201 : 160 – 163 .
  • Yantis , S. 1992 . Multi-element visual tracking: attention and perceptual organization . Cognitive Psychology , 24 : 295 – 340 .

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