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Original Articles

Temporal sequence detection with spiking neurons: towards recognizing robot language instructions

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Pages 1-22 | Published online: 19 Jan 2007

References

  • Abbott , L. , Varela , J. , Sen , K. and Nelson , S. 1997 . Synaptic depression and cortical gain function . Science , 275 : 220 – 224 .
  • Aradi , I. and Holmes , W. 1999 . Active dendrites regulate spatio-temporal synaptic integration in hippocampal dentate granule cells . Neurocomputing , 26–27 : 45 – 51 .
  • Beggs , J. M. , Moyer , J. R. , McGann , J. P. and Brown , T. H. 2000 . Prolonged synaptic integration in perirhinal cortical neurons . Journal of Neurophysiology , 83 : 3294 – 3298 .
  • Bi , G. and Poo , M. 1998 . Synaptic modifications in cultured hippocampal neurons: dependence on spike-timing, synaptic strength and postsynaptic cell type . Journal of Neuroscience , 18 : 10464 – 10472 .
  • Bi , G. and Poo , M. 2001 . Synaptic modification by correlated activity: Hebb’s postulate revised . Annual Reviews in Neuronscience , 24 : 139 – 166 .
  • Bi , G. -Q. 2002 . Spatio-temporal specificity of synaptic plasticity: cellular rules and mechanisms . Biological Cybernetics , 87 : 319 – 332 .
  • Bugmann , G. , Lauria , S. , Kyriacou , T. , Klein , E. , Bos , J. and Coventry , K. 2001 . “ Using verbal instructions for route learning: Instruction analysis ” . Department of Computer Science, Manchester University . Proc. TIMR 2001 UMC-01-4-1
  • Buzsáki , G. and Kandel , A. 1998 . Somadendritic backpropagation of action potentials in cortical pyramidal cells of awake rat . Journal of Neurophysiology , 79 : 1587 – 1591 .
  • Crangle , C. 1997 . Conversational interfaces to robots . Robotica , 15 : 117 – 127 .
  • Debanne , D. , Ghwiler , B. H. and Thompson , S. M. 1998 . Long-term synaptic plasticity between pairs of individual CA3 pyramidal cells in rat hippocampal slice cultures . Journal of Physiology , 507.1 : 237 – 247 .
  • Egorov , A. , Hamam , B. , Fransen , E. , Hasselmo , M. and Alonso , A. 2002 . Graded peristent activity in ethorhinal cortex neurons . Nature , 420
  • Feldman , D. E. 2000 . Timing-based ltp and ltd at vertical inputs to layer ii/iii pyramidal cells in rat barrel cortex . Neuron , 27 : 45 – 56 .
  • Froemke , R. and Dan , Y. 2002 . Timing-based ltp and ltd at vertical inputs to layer ii/iii pyramidal cells in rat barrel cortex . Nature , 416 : 433 – 438 .
  • Häusser , M. and Clark , B. 1997 . Tonic synaptic inhibition modulates neuronal output pattern and spatiotemporal synaptic integration . Neuron , 19 : 665 – 678 .
  • Hodgkin , A. L. and Huxley , A. F. 1952 . A quantitative description of membrane current and its application to conduction and excitation in nerve . Journal of Physiology , 117 : 500 – 544 .
  • Hopfield , J. and Brody , C. What is a moment? ‘cortical’ sensory integration over a brief interval . Proceedings of National Academy of Sciences . Vol. 97 , pp. 13919 – 13924 .
  • Horn , D. , Levy , N. and Ruppin , E. 1999 . The importance of nonlinear dendritic processing in multimodular memory networks . Neurocomputing , 26–27 : 389 – 394 .
  • Johnston , D. , Hoffman , D. , Colbert , C. and Magee , J. 1999 . Regulation of back-propagating action potentials in hippocampal neurons . Current Opinion in Neurobiology , 9 : 288 – 292 .
  • Kaas , J. and Hackett , T. Subdivisions of the auditory cortex and processing streams in primates . Proceedings of National Academy of Sciences , Vol. 97 , pp. 11793 – 11799 .
  • Kempter , R. , Gerstner , W. and van Hemmen , J. L. 2001 . Intrinsic stabilization of output rates by spike-based hebbian learning . Neural Computation , 13 : 2709 – 2741 .
  • Kepecs , A. , van Rossum , M. , Song , S. and Tegner , J. 2002 . Spike-timing-dependent palsticity: common themes and divergent vistas . Biological Cybernetics , 87 : 446 – 458 .
  • Kistler , W. M. , Gerstner , W. and van Hemmen , J. L. 1997 . Reduction of the hodgkin-huxley equations to a single-variable threshold model . Neural Computation , 9 : 1015 – 1045 .
  • Kyriacou , T. , Bugmann , G. and Lauria , S. Vision-based urban navigation procedures for verbally instructed robots . Proceedings of the 2002 IEEE/RSJ Intl. Conference on Intelligent Robots and Systems . pp. 1326 – 1331 .
  • Larkum , M. , Zhu , J. and Sakmann , B. 1999 . A new cellular mechanism for coupling input arriving at different cortical layers . Nature , 398 : 338 – 341 .
  • Lauria , S. , Bugmann , G. , Kyriacou , T. and Klein , E. 2002 . Mobile robot programming using natural language . Robotics and Autonomous Systems , 38 : 171 – 181 .
  • Lee , K. , Hon , H. and Reddy , R. 1990 . An overview of the SPHINX speech recognition system . IEEE Transactions on Acoustics, Speech, and Signal Processing , 38 : 35 – 45 .
  • Liaw , J. and Berger , T. 1996 . Dynamic synapse: A new concept of neural representation and computation . Hippocampus , 6 : 591 – 600 .
  • Maass , W. and Bishop , C. M. 1999 . Pulsed Neural Networks , Edited by: Maass , W. and Bishop , C. M. MIT-Press .
  • Magee , J. and Johnston , D. 1997 . A synaptically controlled, associative signal for hebbian plasticity in hippocampal neurons . Science , 275 : 209 – 213 .
  • Markram , H. , Lubke , J. , Frotscher , M. and Sakmann , B. 1997 . Regulation of synaptic efficacy by coincidence of postsynaptic aps and epsps . Science , 275 : 213 – 215 .
  • Mel , B. W. , Ruderman , D. L. and Archie , K. A. 1998 . Translation-invariant orientation tuning in visual ‘complex’ cells could derive from intradendritic computations . The Journal of Neuroscience , 18 : 4325 – 4334 .
  • Natschläger , T. , Maass , W. and Zador , A. M. 2001 . Efficient temporal processing with biologically realistic dynamic synapses . Network: Computation in Neural Systems , 12 : 75 – 87 .
  • Natschläger , T. and Ruf , B. 1999 . Pattern analysis with spiking neurons using delay coding . Neurocomputing , 26–27 : 463 – 469 .
  • Nishiyama , M. , Hong , K. , Mikoshiba , K. , Poo , M. -M. and Kato , K. 2000 . Calcium release from internal stores regulates polarity and input specificity of synaptic modification . Nature , 408 : 584 – 588 .
  • Panchev , C. and Wermter , S. Hebbian spike-timing dependent self-organization in pulsed neural networks . Proceedings of World Congress on Neuroinformatics . pp. 378 – 385 . Austria
  • Panchev , C. , Wermter , S. and Chen , H. Spike-timing dependent competitive learning of integrate-and-fire neurons with active dendrites . Lecture Notes in Computer Science. Proceedings of the International Conference on Artificial Neural Networks . Madrid, Spain. pp. 896 – 901 . Springer
  • Pantic , L. , Torres , J. J. , Kappen , H. J. and Gielen , S. C. 2002 . Associative memory with dynamic synapses . Neural Computation ,
  • Paré , D. , Shink , E. , Gaudreau , H. , Destexhe , A. and Lang , E. 1998 . Impact of spontaneous synaptic activity on the resting properties of cat neocortial pyramidal neurons in vivo . Journal of Neurophysiology , 79 : 1450 – 1460 .
  • Poirazi , P. and Mel , B. 2001 . Impact of active dendrites and structural plasticity on the memory capacity of neural tissue . Neuron , 29 : 779 – 796 .
  • Pulvermüller , F. 1999 . Words in the brain’s language . Behavioral and Brain Sciences , 22 : 253 – 336 .
  • Pulvermüller , F. 2002 . A brain perspective on language mechanisms: from discrete neuronal ensembles to serial order . Progress in Neurobiology , 67 : 85 – 111 .
  • Rall , W. 1986 . “ Cable theory for dendritic neurons ” . In Methods in Neuronal Modeling , Edited by: Koch , C. and Segev , I. Cambridge, Massachusetts : MIT Press .
  • Rao , R. P.N. and Sejnowski , T. J. 2001 . Spike-timing-dependent hebbian plasticity as temporal difference learning . Neural Computation , 13 : 2221 – 2237 .
  • Roberts , P. and Bell , C. 2002 . Spike timing dependent synaptic plasticity in biological systems . Biological Cybernetics , 87 : 392 – 403 .
  • Schutter , E. D. and Bower , J. M. 1994a . An active membrane model of the cerebellar purkinje cell. I. Simulation of current clamps in slice . Journal of Neurophysiology , 71 : 375 – 400 .
  • Schutter , E. D. and Bower , J. M. 1994b . An active membrane model of the cerebellar purkinje cell: II. Simulation of synaptic responses . Journal of Neurophysiology , 71 : 401 – 419 .
  • Schutter , E. D. and Bower , J. M. Simulated responses of cerebellar purkinje cell are independent of the dendritic location of granule cell synaptic inputs . Proceedings of National Academy of Science, USA , Vol. 91 , pp. 4736 – 4740 .
  • Segev , I. , Fleshman , J. W. and Burke , R. E. 1989 . “ Compartmental models of complex neurons ” . In Methods in Neuronal Modeling , Edited by: Koch , C. and Segev , I. 63 – 96 . Cambridge, Massachusetts : MIT Press . chapter 3
  • Senn , W. , Markram , H. and Tsodyks , M. 2001 . An algorithm for modifying neurotransmitter release probability based on pre- and post-synaptic spike timing . Neural Computation , 13 : 35 – 67 .
  • Shadlen , M. N. and Newsome , W. T. 1994 . Noise, neural codes and cortical organization . Current Opinion in Neurobiology , 4 : 569 – 79 .
  • Sharkey , N. and Heemskerk , J. 1997 . “ The neural mind and the robot ” . In Neural Network Perspectives on Cognition and Adaptive Robotics , Edited by: Browne , A. 169 – 194 . London : IOP Press .
  • Sharkey , N. and Ziemke , T. 2000 . “ Life, mind and robots: the ins and outs of embodiment ” . In Hybrid Neural Systems , Edited by: Wermter , S. and Sun , R. 313 – 332 . Heidelberg : Springer Verlag .
  • Sharkey , N. and Ziemke , T. 2001 . Mechanistic vs. phenomenal embodiment: Can robot embodiment lead to strong AI . Cognitive Systems Research , 2 : 251 – 262 .
  • Slaney , M. and Lyon , R. 1993 . “ On the importance of time—a temporal representation of sound ” . In Visual Representations of Speech Signals , Edited by: Cooke , M. , Beet , S. and Crawford , M. 95 – 116 . John Wiley & Sons .
  • Softky , W. R. and Koch , C. 1993 . The highly irregular firing of cortical cells is inconsistent with temporal integration of random epsps . Journal of Neuroscience , 13 : 334 – 350 .
  • Song , S. , Miller , K. D. and Abbott , L. F. 2000 . Competitive hebbian learning though spike-timing dependent synaptic plasticity . Nature Neuroscince , 3 : 919 – 926 .
  • Spencer , W. A. and Kandel , E. R. 1961 . Electrophysiology of hippocampal neurons. IV. Fast pre-potentials . Journal of Neurophysiology , 24 : 272 – 285 .
  • Spruston , N. , Schiller , Y. , Stuart , G. and Skmann , B. 1995 . Activity dependent action potential invasion and calcium influx into hippocampal ca1 dendrites . Science , 268 : 297 – 300 .
  • Stuart , G. , Spruston , N. and Häusser , M. 2001 . Dendrites , Edited by: Stuart , G. , Spruston , N. and Häusser , M. Oxford : Oxford University Press .
  • Stuart , G. , Spruston , N. , Sakmann , N. and Häuser , M. 1997 . Action potential initiation and back-propagation in neurons of the mammalian cns . Trends in Neurosciences , 20 : 125 – 131 .
  • Tsodyks , M. , Markram , K. and Pawelzik , H. 1998 . Neural networks with dynamic synapses . Neural Computation , 10 : 821 – 835 .
  • Webb , B. 2001 . Can robots make good models of biological behaviour . Behavioral and Brain Sciences , 24 : 1033 – 1050 .
  • Wermter , S. , Elshaw , M. and Farrand , S. 2003 . A modular approach to self-organisation of robot control based on language instruction . Connection Science ,
  • Wermter , S. and Panchev , C. 2002 . Hybrid preference machines based on inspiration from neuroscience . Cognitive Systems Research , 3 : 255 – 270 .
  • Yoshizaki , M. , Nakamura , A. and Kuno , Y. Mutual assistance between speech and vision for human-robot interface . Proceedings of the 2002 IEEE/RSJ Intl. Conference on Intelligent Robots and Systems . pp. 1308 – 1313 .
  • Zucker , R. 1989 . Short-term synaptic plasticity . Annual Reviews in Neuroscience , 12 : 13 – 31 .

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