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Erschienen in: Cognitive Neurodynamics 4/2009

01.12.2009 | Research Article

Syntactic sequencing in Hebbian cell assemblies

verfasst von: Thomas Wennekers, Günther Palm

Erschienen in: Cognitive Neurodynamics | Ausgabe 4/2009

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Abstract

Hebbian cell assemblies provide a theoretical framework for the modeling of cognitive processes that grounds them in the underlying physiological neural circuits. Recently we have presented an extension of cell assemblies by operational components which allows to model aspects of language, rules, and complex behaviour. In the present work we study the generation of syntactic sequences using operational cell assemblies timed by unspecific trigger signals. Syntactic patterns are implemented in terms of hetero-associative transition graphs in attractor networks which cause a directed flow of activity through the neural state space. We provide regimes for parameters that enable an unspecific excitatory control signal to switch reliably between attractors in accordance with the implemented syntactic rules. If several target attractors are possible in a given state, noise in the system in conjunction with a winner-takes-all mechanism can randomly choose a target. Disambiguation can also be guided by context signals or specific additional external signals. Given a permanently elevated level of external excitation the model can enter an autonomous mode, where it generates temporal grammatical patterns continuously.

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Literatur
Zurück zum Zitat Abeles M (1991) Corticonics: neural circuits of the cerebral cortex. Cambridge University Press, Cambridge Abeles M (1991) Corticonics: neural circuits of the cerebral cortex. Cambridge University Press, Cambridge
Zurück zum Zitat Abeles M, Bergman H, Margalit E, Vaadia E (1993) Spatio-temporal firing patterns in frontal cortex of behaving mokeys. J Neurophysiol 70:1629–1643PubMed Abeles M, Bergman H, Margalit E, Vaadia E (1993) Spatio-temporal firing patterns in frontal cortex of behaving mokeys. J Neurophysiol 70:1629–1643PubMed
Zurück zum Zitat Amari SI (1972) Learning patterns and pattern sequences by self-organizing nets of threshold elements. IEEE Trans Comput 21:1197–1206CrossRef Amari SI (1972) Learning patterns and pattern sequences by self-organizing nets of threshold elements. IEEE Trans Comput 21:1197–1206CrossRef
Zurück zum Zitat Amit D (1988) Modeling brain function. Cambridge University Press, Cambridge Amit D (1988) Modeling brain function. Cambridge University Press, Cambridge
Zurück zum Zitat Amit D (1995) The Hebbian paradigm reintegrated: local reverberations as internal representations. Behav Brain Sci 18:617–657CrossRef Amit D (1995) The Hebbian paradigm reintegrated: local reverberations as internal representations. Behav Brain Sci 18:617–657CrossRef
Zurück zum Zitat Arbib MA (2005) From monkey-like action recognition to human language: an evolutionary framework for neurolinguistics. Behav Brain Sci 28:105–167PubMed Arbib MA (2005) From monkey-like action recognition to human language: an evolutionary framework for neurolinguistics. Behav Brain Sci 28:105–167PubMed
Zurück zum Zitat Arbib M, Billard A, Iacoboni M, Oztop E (2000) Synthetic brain imaging: grasping, mirror neurons and imitation. Neural Netw 13:975–997CrossRefPubMed Arbib M, Billard A, Iacoboni M, Oztop E (2000) Synthetic brain imaging: grasping, mirror neurons and imitation. Neural Netw 13:975–997CrossRefPubMed
Zurück zum Zitat Braitenberg V (1978) Cell assemblies in the cerebral cortex. In: Heim R, Palm G (eds) Theoretical approaches to complex systems. Springer, Berlin, pp 171–188 Braitenberg V (1978) Cell assemblies in the cerebral cortex. In: Heim R, Palm G (eds) Theoretical approaches to complex systems. Springer, Berlin, pp 171–188
Zurück zum Zitat Buonomano DV (2003) Timing of neural responses in cortical organotypical slices. Proc Natl Acad Sci (USA) 100:4897–4902CrossRef Buonomano DV (2003) Timing of neural responses in cortical organotypical slices. Proc Natl Acad Sci (USA) 100:4897–4902CrossRef
Zurück zum Zitat Coolen A (2001a) Statistical mechanics of recurrent neural networks i-statics. In: Moss F, Gielen S (eds) Handbook of biological physics, chap 14. 4th edn, Elsevier, Amsterdam, pp 531–596 Coolen A (2001a) Statistical mechanics of recurrent neural networks i-statics. In: Moss F, Gielen S (eds) Handbook of biological physics, chap 14. 4th edn, Elsevier, Amsterdam, pp 531–596
Zurück zum Zitat Coolen A (2001b) Statistical mechanics of recurrent neural networks ii—dynamics. In: Moss F, Gielen S (eds) Handbook of biological physics, chap 15. 4th edn, Elsevier, Amsterdam, pp 597–662 Coolen A (2001b) Statistical mechanics of recurrent neural networks ii—dynamics. In: Moss F, Gielen S (eds) Handbook of biological physics, chap 15. 4th edn, Elsevier, Amsterdam, pp 597–662
Zurück zum Zitat Cossart R, Anonov D, Yuste R (2003) Attractor dynamics of network UP states in the neocortex. Nature 423:283–288CrossRefPubMed Cossart R, Anonov D, Yuste R (2003) Attractor dynamics of network UP states in the neocortex. Nature 423:283–288CrossRefPubMed
Zurück zum Zitat Diesmann M, Gewaltig MO, Aertsen A (1999) Stable propagation of synchronous spiking in cortical neural networks. Nature 402:529–533CrossRefPubMed Diesmann M, Gewaltig MO, Aertsen A (1999) Stable propagation of synchronous spiking in cortical neural networks. Nature 402:529–533CrossRefPubMed
Zurück zum Zitat Dosenbach NU, Visscher KM, Palmer ED, Miezin FM, Wenger KK, Kang HC, Burgund ED, Grimes AL, Schlaggar VL, Petersen SE (2006) A core system for the implementation of task sets. Neuron 50:799–812CrossRefPubMed Dosenbach NU, Visscher KM, Palmer ED, Miezin FM, Wenger KK, Kang HC, Burgund ED, Grimes AL, Schlaggar VL, Petersen SE (2006) A core system for the implementation of task sets. Neuron 50:799–812CrossRefPubMed
Zurück zum Zitat Eggert J, van Hemmen J (2000) Unifying framework for neuronal assembly dynamics. Phys Rev E 61:1855–1874CrossRef Eggert J, van Hemmen J (2000) Unifying framework for neuronal assembly dynamics. Phys Rev E 61:1855–1874CrossRef
Zurück zum Zitat Fay R, Kaufmann U, Knoblauch A, Markert H, Palm G (2005) Combining visual attention, object recognition and associative information processing in a neurobotic system. In: Wermter S, Palm G, Elshaw M (eds) Biomimetic neural learning for intelligent robots, LNAI, vol 3575. Springer, Berlin, pp 118–143 Fay R, Kaufmann U, Knoblauch A, Markert H, Palm G (2005) Combining visual attention, object recognition and associative information processing in a neurobotic system. In: Wermter S, Palm G, Elshaw M (eds) Biomimetic neural learning for intelligent robots, LNAI, vol 3575. Springer, Berlin, pp 118–143
Zurück zum Zitat Feldman J, Narayanan S (2004) Embodied meaning in a neural theory of language. Brain Lang 89:385–392CrossRefPubMed Feldman J, Narayanan S (2004) Embodied meaning in a neural theory of language. Brain Lang 89:385–392CrossRefPubMed
Zurück zum Zitat Garagnani M, Wennekers T, Pulvermüller F (2008) A neuroanatomically grounded Hebbian leaning model of attention-language interactions in the brain. Eur J Neurosci 27:492–513PubMedCrossRef Garagnani M, Wennekers T, Pulvermüller F (2008) A neuroanatomically grounded Hebbian leaning model of attention-language interactions in the brain. Eur J Neurosci 27:492–513PubMedCrossRef
Zurück zum Zitat Gentner TQ, Margoliash D (2003) Neuronal populations and single cells representing learned auditory objects. Nature 424:669–674CrossRefPubMed Gentner TQ, Margoliash D (2003) Neuronal populations and single cells representing learned auditory objects. Nature 424:669–674CrossRefPubMed
Zurück zum Zitat Gentner TQ, Fenn KM, Margoliash D, Nusbaum HC (2006) Recursive syntactic pattern learning by songbirds. Nature 440:1204–1207CrossRefPubMed Gentner TQ, Fenn KM, Margoliash D, Nusbaum HC (2006) Recursive syntactic pattern learning by songbirds. Nature 440:1204–1207CrossRefPubMed
Zurück zum Zitat Hahnloser R, Kozhevnikov AA, Fee MS (2002) An ultra-sparse code underlies the generation of neural sequences in a songbird. Nature 419:65–70CrossRefPubMed Hahnloser R, Kozhevnikov AA, Fee MS (2002) An ultra-sparse code underlies the generation of neural sequences in a songbird. Nature 419:65–70CrossRefPubMed
Zurück zum Zitat Haider B, Duque A, Hasenstaub AR, McCormick DA (2006) Neocortical network activity in vivo is generated through a dynamic balance of excitation and inhibition. J Neurosci 26:4535–4545CrossRefPubMed Haider B, Duque A, Hasenstaub AR, McCormick DA (2006) Neocortical network activity in vivo is generated through a dynamic balance of excitation and inhibition. J Neurosci 26:4535–4545CrossRefPubMed
Zurück zum Zitat Harris KD, Csicsvari J, Hirase H, Dragoi G, Buzsaki G (2003) Organization of cell assemblies in the hippocampus. Nature 424:552–555CrossRefPubMed Harris KD, Csicsvari J, Hirase H, Dragoi G, Buzsaki G (2003) Organization of cell assemblies in the hippocampus. Nature 424:552–555CrossRefPubMed
Zurück zum Zitat Hebb D (1949) The organization of behavior. Wiley, New York Hebb D (1949) The organization of behavior. Wiley, New York
Zurück zum Zitat Herrmann M, Hertz J, Prugel-Bennet A (1995) Analysis of synfire chains. Network 6:403–414CrossRef Herrmann M, Hertz J, Prugel-Bennet A (1995) Analysis of synfire chains. Network 6:403–414CrossRef
Zurück zum Zitat Hertz J, Krogh A, Palmer R (1991) Introduction to the theory of neural computation. Addison-Wesley, Reading Hertz J, Krogh A, Palmer R (1991) Introduction to the theory of neural computation. Addison-Wesley, Reading
Zurück zum Zitat Hopcroft J, Ullman J (1969) Formal languages and their relation to automata. Addison-Wesley, Reading Hopcroft J, Ullman J (1969) Formal languages and their relation to automata. Addison-Wesley, Reading
Zurück zum Zitat Hopfield JJ (1982) Neural networks and physical systems with emergent collective computational abilities. PNAS 79:2554–2558CrossRefPubMed Hopfield JJ (1982) Neural networks and physical systems with emergent collective computational abilities. PNAS 79:2554–2558CrossRefPubMed
Zurück zum Zitat Ikegaya Y, Aaron G, Cossart R, Aronov D, Lampl I, Ferster D, Yuste R (2004) Synfire chains and cortical songs: temporal modules of cortical activity. Science 304:559–564CrossRefPubMed Ikegaya Y, Aaron G, Cossart R, Aronov D, Lampl I, Ferster D, Yuste R (2004) Synfire chains and cortical songs: temporal modules of cortical activity. Science 304:559–564CrossRefPubMed
Zurück zum Zitat Indiveri G (2007) Synaptic plasticity and spike-based computation in VLSI networks of integrate-and-fire neurons. Neural Inf Process Lett Rev 11:135–146 Indiveri G (2007) Synaptic plasticity and spike-based computation in VLSI networks of integrate-and-fire neurons. Neural Inf Process Lett Rev 11:135–146
Zurück zum Zitat Jarvis ED (2004) Learned birdsong and the neurobiology of language. Ann NY Acad Sci 1016:749–777CrossRefPubMed Jarvis ED (2004) Learned birdsong and the neurobiology of language. Ann NY Acad Sci 1016:749–777CrossRefPubMed
Zurück zum Zitat Knoblauch A, Markert H, G Palm G (2005a) An associative cortical model of language understanding and action planning. In: Mira J, Alvarez JR (eds) Proceedings of IWINAC 2005, 1st international work-conference on the interplay between natural and artificial computation, Las Palmas de Gran Canaria, Spain, Lecture Notes in Computer Science, vol 3562, Springer, Berlin, pp 405–414 Knoblauch A, Markert H, G Palm G (2005a) An associative cortical model of language understanding and action planning. In: Mira J, Alvarez JR (eds) Proceedings of IWINAC 2005, 1st international work-conference on the interplay between natural and artificial computation, Las Palmas de Gran Canaria, Spain, Lecture Notes in Computer Science, vol 3562, Springer, Berlin, pp 405–414
Zurück zum Zitat Knoblauch A, Markert H, Palm G (2005b) An associative model of cortical language and action understanding. In: Cangelosi A, Bugmann G, Borisyuk R (eds) Modeling language, cognition and action. Proceedings of the 9th neural computation and psychology workshop, Plymouth 2004. World Scientific, pp 79–83 Knoblauch A, Markert H, Palm G (2005b) An associative model of cortical language and action understanding. In: Cangelosi A, Bugmann G, Borisyuk R (eds) Modeling language, cognition and action. Proceedings of the 9th neural computation and psychology workshop, Plymouth 2004. World Scientific, pp 79–83
Zurück zum Zitat Koechlin E, Jubault T (2006) Broca’s area and the hierarchical organization of human behaviour. Neuron 50:963–974CrossRefPubMed Koechlin E, Jubault T (2006) Broca’s area and the hierarchical organization of human behaviour. Neuron 50:963–974CrossRefPubMed
Zurück zum Zitat Lashley K (1951) The problem of serial order in behavior. In: Jeffress L (ed) Cerebral mechanisms in behavior. New York, Wiley, pp 112–136 Lashley K (1951) The problem of serial order in behavior. In: Jeffress L (ed) Cerebral mechanisms in behavior. New York, Wiley, pp 112–136
Zurück zum Zitat Markert H, Palm G (2006) An approach to language understanding and contextual disambiguation in human-robot interaction. In: International workshop on neural-symbolic learning and reasoning (NeSy 2006), pp 23–35 Markert H, Palm G (2006) An approach to language understanding and contextual disambiguation in human-robot interaction. In: International workshop on neural-symbolic learning and reasoning (NeSy 2006), pp 23–35
Zurück zum Zitat Markert H, Knoblauch A, Palm G (2005) Detecting sequences and understanding language with neural associative memories and cell assemblies. In: Wermter S, Palm G, Elshaw M (eds) Biomimetic neural learning for intelligent robots, Lecture Notes in Artificial Intelligence, vol 3575. Springer, Berlin, pp 107–117 Markert H, Knoblauch A, Palm G (2005) Detecting sequences and understanding language with neural associative memories and cell assemblies. In: Wermter S, Palm G, Elshaw M (eds) Biomimetic neural learning for intelligent robots, Lecture Notes in Artificial Intelligence, vol 3575. Springer, Berlin, pp 107–117
Zurück zum Zitat Markert H, Knoblauch A, Palm G (2007) Modelling of syntactical processing in the cortex. BioSystems 89:300–315CrossRefPubMed Markert H, Knoblauch A, Palm G (2007) Modelling of syntactical processing in the cortex. BioSystems 89:300–315CrossRefPubMed
Zurück zum Zitat Markert H, Kayikci Z, Palm G (2008) Sentence understanding and learning of new words with large-scale neural networks. In: Prevost L, Marinai S, Schwenker F (eds) Proceedings of artificial neural networks in pattern recognition (ANNPR 2008), LNAI, vol 5064. Springer, Berlin, pp 217–227 Markert H, Kayikci Z, Palm G (2008) Sentence understanding and learning of new words with large-scale neural networks. In: Prevost L, Marinai S, Schwenker F (eds) Proceedings of artificial neural networks in pattern recognition (ANNPR 2008), LNAI, vol 5064. Springer, Berlin, pp 217–227
Zurück zum Zitat Mushiake H, Saito N, Sakamoto K, Itoyama Y, Tanji J (2006) Activity in lateral prefrontal cortex reflects multiple steps of future events in action plans. Neuron 50:631–641CrossRefPubMed Mushiake H, Saito N, Sakamoto K, Itoyama Y, Tanji J (2006) Activity in lateral prefrontal cortex reflects multiple steps of future events in action plans. Neuron 50:631–641CrossRefPubMed
Zurück zum Zitat Palm G (1982) Neural assemblies: an alternative approach to artificial intelligence. Springer, Berlin Palm G (1982) Neural assemblies: an alternative approach to artificial intelligence. Springer, Berlin
Zurück zum Zitat Palm G, Sommer FT (1992) Information capacity in recurrent mcculloch-pitts networks with sparsely coded memory states. Network 2:177–186CrossRef Palm G, Sommer FT (1992) Information capacity in recurrent mcculloch-pitts networks with sparsely coded memory states. Network 2:177–186CrossRef
Zurück zum Zitat Press W, Teukolsky S, Vetterling W, Flannery B (1993) Numerical recipes in C: the art of scientific computing. Cambridge University Press, Cambridge Press W, Teukolsky S, Vetterling W, Flannery B (1993) Numerical recipes in C: the art of scientific computing. Cambridge University Press, Cambridge
Zurück zum Zitat Pulvermüller F (1992) Constituents of a neurological theory of language. Concepts Neurosci 3:157–200 Pulvermüller F (1992) Constituents of a neurological theory of language. Concepts Neurosci 3:157–200
Zurück zum Zitat Pulvermüller F (2003) The neuroscience of language: on brain circuits of words and serial order. Cambridge University Press, CambridgeCrossRef Pulvermüller F (2003) The neuroscience of language: on brain circuits of words and serial order. Cambridge University Press, CambridgeCrossRef
Zurück zum Zitat Rehn M, Lansner A (2004) Sequence memory with dynamical synapses. Neurocomputing 58–60:271–278CrossRef Rehn M, Lansner A (2004) Sequence memory with dynamical synapses. Neurocomputing 58–60:271–278CrossRef
Zurück zum Zitat Rizzolatti G, Fogassi L, Gallese V (2002) Motor and cognitive functions of the ventral premotor cortex. Curr Opin Neurobiol 12:149–154CrossRefPubMed Rizzolatti G, Fogassi L, Gallese V (2002) Motor and cognitive functions of the ventral premotor cortex. Curr Opin Neurobiol 12:149–154CrossRefPubMed
Zurück zum Zitat Rushworth M, Walton M, Kennerley S, Bannerman D (2004) Action sets and decisions in the medial frontal cortex. Trends Cogn Sci 8:410–417CrossRefPubMed Rushworth M, Walton M, Kennerley S, Bannerman D (2004) Action sets and decisions in the medial frontal cortex. Trends Cogn Sci 8:410–417CrossRefPubMed
Zurück zum Zitat Russo E, Namboodiri VM, Treves A, Kropff E (2008) Free association transitions in models of cortical latching dynamics. New J Phys 10:015,008CrossRef Russo E, Namboodiri VM, Treves A, Kropff E (2008) Free association transitions in models of cortical latching dynamics. New J Phys 10:015,008CrossRef
Zurück zum Zitat Schemmel J, Meier K, Mueller E (2004) A new VLSI model of neural microcircuits including spike time dependent plasticity. In: Proceedings of IJCNN. IEEE Press, pp 1711–1716 Schemmel J, Meier K, Mueller E (2004) A new VLSI model of neural microcircuits including spike time dependent plasticity. In: Proceedings of IJCNN. IEEE Press, pp 1711–1716
Zurück zum Zitat Sommer F, Wennekers T (2001) Associative memory in networks of spiking neurons. Neural Netw 14:825–834CrossRefPubMed Sommer F, Wennekers T (2001) Associative memory in networks of spiking neurons. Neural Netw 14:825–834CrossRefPubMed
Zurück zum Zitat Sommer FT, Wennekers T (2005) Synfire chains with conductance-based neurons: internal timing and coordination with timed input. Neurocomputing 65–66:449–454CrossRef Sommer FT, Wennekers T (2005) Synfire chains with conductance-based neurons: internal timing and coordination with timed input. Neurocomputing 65–66:449–454CrossRef
Zurück zum Zitat Stoet G, Snyder LH (2003) Executive control and task-switching in monkeys. Neuropsychologia 41:1357–1364CrossRefPubMed Stoet G, Snyder LH (2003) Executive control and task-switching in monkeys. Neuropsychologia 41:1357–1364CrossRefPubMed
Zurück zum Zitat Sun R, Giles L (2000) Sequence learning: paradigms, algorithms, and applications. Springer, Berlin Sun R, Giles L (2000) Sequence learning: paradigms, algorithms, and applications. Springer, Berlin
Zurück zum Zitat Tsien JZ (2001) Linking Hebb’s coincidence-detection to memory formation. Curr Opin Neurobiol 10:266–273CrossRef Tsien JZ (2001) Linking Hebb’s coincidence-detection to memory formation. Curr Opin Neurobiol 10:266–273CrossRef
Zurück zum Zitat van Vreeswijk C SH (1996) Chaos in neuronal networks with balanced excitatory and inhibitory activity. Science 274:1724–1726CrossRefPubMed van Vreeswijk C SH (1996) Chaos in neuronal networks with balanced excitatory and inhibitory activity. Science 274:1724–1726CrossRefPubMed
Zurück zum Zitat von Neumann J (1958) The computer and the brain. Yale University Press, New Haven von Neumann J (1958) The computer and the brain. Yale University Press, New Haven
Zurück zum Zitat Wennekers T (2000) Dynamics of spatio-temporal patterns in associative networks of spiking neurons. Neurocomputing 32:597–602CrossRef Wennekers T (2000) Dynamics of spatio-temporal patterns in associative networks of spiking neurons. Neurocomputing 32:597–602CrossRef
Zurück zum Zitat Wennekers T (2006) Operational cell assemblies as a paradigm for brain-inspired future computing architectures. Neural Inf Process Lett Rev 10:135–145 Wennekers T (2006) Operational cell assemblies as a paradigm for brain-inspired future computing architectures. Neural Inf Process Lett Rev 10:135–145
Zurück zum Zitat Wennekers T, Ay N (2005) Finite state automata resulting from temporal information maximization and a temporal learning rule. Neural Comput 17:2258–2290CrossRefPubMed Wennekers T, Ay N (2005) Finite state automata resulting from temporal information maximization and a temporal learning rule. Neural Comput 17:2258–2290CrossRefPubMed
Zurück zum Zitat Wennekers T, Palm G (2007) Modelling generic cognitive functions with operational Hebbian cell assemblies. In: Weiss M (ed) Neural network research horizons. Nova Science Publishers, New York, pp 225–294 Wennekers T, Palm G (2007) Modelling generic cognitive functions with operational Hebbian cell assemblies. In: Weiss M (ed) Neural network research horizons. Nova Science Publishers, New York, pp 225–294
Zurück zum Zitat Wennekers T, Garagnani M, Pulvermüller F (2006) Language models based on Hebbian cell assemblies. J Neurosci (Paris) 100:16–30 Wennekers T, Garagnani M, Pulvermüller F (2006) Language models based on Hebbian cell assemblies. J Neurosci (Paris) 100:16–30
Zurück zum Zitat Wickelgren WA (1979) I liked the postcard you sent Abe and i: context-sensitive coding of syntax and other procedural knowledge. Bull Psychon Soc 13:61–63 Wickelgren WA (1979) I liked the postcard you sent Abe and i: context-sensitive coding of syntax and other procedural knowledge. Bull Psychon Soc 13:61–63
Zurück zum Zitat Wickelgren WA (1992) Webs, cell assemblies, and chunking in neural nets. Concepts Neurosci 3:1–53 Wickelgren WA (1992) Webs, cell assemblies, and chunking in neural nets. Concepts Neurosci 3:1–53
Zurück zum Zitat Wijekoon J, Dudek P (2008) Compact silicon neuron circuit with spiking and bursting behaviour. Neural Netw 21:524–534PubMed Wijekoon J, Dudek P (2008) Compact silicon neuron circuit with spiking and bursting behaviour. Neural Netw 21:524–534PubMed
Zurück zum Zitat Willshaw D, Buneman O, Longuet-Higgins H (1969) Non-holographic associative memory. Nature 222:960–962CrossRefPubMed Willshaw D, Buneman O, Longuet-Higgins H (1969) Non-holographic associative memory. Nature 222:960–962CrossRefPubMed
Zurück zum Zitat Willwacher G (1982) Storage of a temporal pattern sequence in a network. Biol Cybern 43:115–126CrossRefPubMed Willwacher G (1982) Storage of a temporal pattern sequence in a network. Biol Cybern 43:115–126CrossRefPubMed
Zurück zum Zitat Wörgötter F, Porr B (2005) Temporal sequence learning, prediction, and control: a review of different models and their relation to biological mechanisms. Neural Comput 17:245–319CrossRefPubMed Wörgötter F, Porr B (2005) Temporal sequence learning, prediction, and control: a review of different models and their relation to biological mechanisms. Neural Comput 17:245–319CrossRefPubMed
Zurück zum Zitat Yamashita Y, Tani J (2008) Emergence of functional hierarchy in a multiple timescale neural network model: a humanoid robot experiment. PLoS Comput Biol 4:e1000,220CrossRef Yamashita Y, Tani J (2008) Emergence of functional hierarchy in a multiple timescale neural network model: a humanoid robot experiment. PLoS Comput Biol 4:e1000,220CrossRef
Metadaten
Titel
Syntactic sequencing in Hebbian cell assemblies
verfasst von
Thomas Wennekers
Günther Palm
Publikationsdatum
01.12.2009
Verlag
Springer Netherlands
Erschienen in
Cognitive Neurodynamics / Ausgabe 4/2009
Print ISSN: 1871-4080
Elektronische ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-009-9095-z

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