Skip to main content
Top
Published in: Cognitive Neurodynamics 4/2009

01-12-2009 | Research Article

Unifying syntactic theory and sentence processing difficulty through a connectionist minimalist parser

Authors: Sabrina Gerth, Peter beim Graben

Published in: Cognitive Neurodynamics | Issue 4/2009

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Syntactic theory provides a rich array of representational assumptions about linguistic knowledge and processes. Such detailed and independently motivated constraints on grammatical knowledge ought to play a role in sentence comprehension. However most grammar-based explanations of processing difficulty in the literature have attempted to use grammatical representations and processes per se to explain processing difficulty. They did not take into account that the description of higher cognition in mind and brain encompasses two levels: on the one hand, at the macrolevel, symbolic computation is performed, and on the other hand, at the microlevel, computation is achieved through processes within a dynamical system. One critical question is therefore how linguistic theory and dynamical systems can be unified to provide an explanation for processing effects. Here, we present such a unification for a particular account to syntactic theory: namely a parser for Stabler’s Minimalist Grammars, in the framework of Smolensky’s Integrated Connectionist/Symbolic architectures. In simulations we demonstrate that the connectionist minimalist parser produces predictions which mirror global empirical findings from psycholinguistic research.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Footnotes
1
Note that “the girl” is already a phrase that could have been obtained by merging “the” ( d ) and “girl” ( n ) together. We have omitted this step for the sake of simplicity.
 
2
Each lexical item corresponds to one node, further a root node with two daughters consists of three nodes in total (parent, left daughter, right daughter). A merge operation adds one node, while move increases the node count by two.
 
Literature
go back to reference Bader M (1996) Sprachverstehen: Syntax und Prosodie beim Lesen. Westdeutscher Verlag, Opladen Bader M (1996) Sprachverstehen: Syntax und Prosodie beim Lesen. Westdeutscher Verlag, Opladen
go back to reference Bader M, Meng M (1999) Subject-object ambiguities in German embedded clauses: an across-the-board comparision. J Psycholinguist Res 28(2):121–143CrossRef Bader M, Meng M (1999) Subject-object ambiguities in German embedded clauses: an across-the-board comparision. J Psycholinguist Res 28(2):121–143CrossRef
go back to reference beim Graben P, Gerth S, Vasishth S (2008a) Towards dynamical system models of language-related brain potentials. Cogn Neurodyn 2(3):229–255CrossRefPubMed beim Graben P, Gerth S, Vasishth S (2008a) Towards dynamical system models of language-related brain potentials. Cogn Neurodyn 2(3):229–255CrossRefPubMed
go back to reference beim Graben P, Pinotsis D, Saddy D, Potthast R (2008b) Language processing with dynamic fields. Cogn Neurodyn 2(2):79–88CrossRefPubMed beim Graben P, Pinotsis D, Saddy D, Potthast R (2008b) Language processing with dynamic fields. Cogn Neurodyn 2(2):79–88CrossRefPubMed
go back to reference beim Graben P, Atmanspacher H (2009) Extending the philosophical significance of the idea of complementarity. In: Atmanspacher H, Primas H (eds) Recasting reality. Springer, Berlin, pp 99–113CrossRef beim Graben P, Atmanspacher H (2009) Extending the philosophical significance of the idea of complementarity. In: Atmanspacher H, Primas H (eds) Recasting reality. Springer, Berlin, pp 99–113CrossRef
go back to reference beim Graben P, Potthast R (2009) Inverse problems in dynamic cognitive modeling. Chaos 19(1):015103CrossRefPubMed beim Graben P, Potthast R (2009) Inverse problems in dynamic cognitive modeling. Chaos 19(1):015103CrossRefPubMed
go back to reference beim Graben P, Barrett A, Atmanspacher H (2009) Stability criteria for the contextual emergence of macrostates in neural networks. Netw Comput Neural Syst 20(3):177–195 beim Graben P, Barrett A, Atmanspacher H (2009) Stability criteria for the contextual emergence of macrostates in neural networks. Netw Comput Neural Syst 20(3):177–195
go back to reference Berg G (1992) A connectionist parser with recursive sentence structure and lexical disambiguation. In: Proceedings of the 10th national conference on artificial intelligence, pp 32–37 Berg G (1992) A connectionist parser with recursive sentence structure and lexical disambiguation. In: Proceedings of the 10th national conference on artificial intelligence, pp 32–37
go back to reference Chomsky N (1981) Lectures on government and binding. Foris Chomsky N (1981) Lectures on government and binding. Foris
go back to reference Chomsky N (1995) The minimalist program. MIT Press, Cambridge Chomsky N (1995) The minimalist program. MIT Press, Cambridge
go back to reference Christiansen MH, Chater N (1999) Toward a connectionist model of recursion in human linguistic performance. Cogn Sci 23(4):157–205CrossRef Christiansen MH, Chater N (1999) Toward a connectionist model of recursion in human linguistic performance. Cogn Sci 23(4):157–205CrossRef
go back to reference Dolan CP, Smolensky P (1989) Tensor product production system: A modular architecture and representation. Connect Sci 1(1):53–68CrossRef Dolan CP, Smolensky P (1989) Tensor product production system: A modular architecture and representation. Connect Sci 1(1):53–68CrossRef
go back to reference Elman JL (1995) Language as a dynamical system. In: Port RF, van Gelder T (eds), Mind as motion: explorations in the dynamics of cognition. MIT Press, Cambridge, pp 195–223 Elman JL (1995) Language as a dynamical system. In: Port RF, van Gelder T (eds), Mind as motion: explorations in the dynamics of cognition. MIT Press, Cambridge, pp 195–223
go back to reference Fanselow G, Schlesewsky M, Cavar D, Kliegl R (1999) Optimal parsing: syntactic parsing preferences and optimality theory. Rutgers Optim Arch pp 367–1299 Fanselow G, Schlesewsky M, Cavar D, Kliegl R (1999) Optimal parsing: syntactic parsing preferences and optimality theory. Rutgers Optim Arch pp 367–1299
go back to reference Farkas I, Crocker MW (2008) Syntactic systematicity in sentence processing with a recurrent self-organizing network. Neurocomputing 71:1172–1179CrossRef Farkas I, Crocker MW (2008) Syntactic systematicity in sentence processing with a recurrent self-organizing network. Neurocomputing 71:1172–1179CrossRef
go back to reference Ferreira F, Henderson JM (1990) Use of verb information in syntactic parsing: evidence from eye movements and word-by-word self-paced reading. J Exp Psychol Learn Mem Cogn 16:555–568CrossRefPubMed Ferreira F, Henderson JM (1990) Use of verb information in syntactic parsing: evidence from eye movements and word-by-word self-paced reading. J Exp Psychol Learn Mem Cogn 16:555–568CrossRefPubMed
go back to reference Frazier L (1979) On comprehending sentences: syntactic parsing strategies. PhD thesis, University of Connecticut, Storrs Frazier L (1979) On comprehending sentences: syntactic parsing strategies. PhD thesis, University of Connecticut, Storrs
go back to reference Frazier L (1985) Syntactic complexity. In: Dowty D, Karttunen L, Zwicky A (eds), Natural language parsing. Cambridge University Press Frazier L (1985) Syntactic complexity. In: Dowty D, Karttunen L, Zwicky A (eds), Natural language parsing. Cambridge University Press
go back to reference Frazier L, Rayner K (1982) Making and correcting errors during sentence comprehension: eye movements in the analysis of structurally ambiguous sentences. Cogn Psychol 14:178–210CrossRef Frazier L, Rayner K (1982) Making and correcting errors during sentence comprehension: eye movements in the analysis of structurally ambiguous sentences. Cogn Psychol 14:178–210CrossRef
go back to reference Freeman WJ (2007) Definitions of state variables and state space for brain-computer interface. Part 1. Multiple hierarchical levels of brain function. Cogn Neurodyn 1:3–14CrossRefPubMed Freeman WJ (2007) Definitions of state variables and state space for brain-computer interface. Part 1. Multiple hierarchical levels of brain function. Cogn Neurodyn 1:3–14CrossRefPubMed
go back to reference Frisch S, Schlesewsky M, Saddy D, Alpermann A (2002) The P600 as an indicator of syntactic ambiguity. Cognition 85:B83–B92CrossRefPubMed Frisch S, Schlesewsky M, Saddy D, Alpermann A (2002) The P600 as an indicator of syntactic ambiguity. Cognition 85:B83–B92CrossRefPubMed
go back to reference Gerth S (2006) Parsing mit minimalistischen, gewichteten Grammatiken und deren Zustandsraumdarstellung. Unpublished Master’s thesis, Universität Potsdam Gerth S (2006) Parsing mit minimalistischen, gewichteten Grammatiken und deren Zustandsraumdarstellung. Unpublished Master’s thesis, Universität Potsdam
go back to reference Frey W, Gärtner HM (2002) On the treatment of scrambling and adjunction in Minimalist Grammars. In: Jäger G, Monachesi P, Penn G, Wintner S (eds) Proceedings of formal grammars, pp 41–52 Frey W, Gärtner HM (2002) On the treatment of scrambling and adjunction in Minimalist Grammars. In: Jäger G, Monachesi P, Penn G, Wintner S (eds) Proceedings of formal grammars, pp 41–52
go back to reference Haegeman L (1994) Introduction to government & binding theory. Blackwell Publishers, Oxford Haegeman L (1994) Introduction to government & binding theory. Blackwell Publishers, Oxford
go back to reference Hagoort P (2003) How the brain solves the binding problem for language: a neurocomputational model of syntactic processing. NeuroImage 20:S18–S29CrossRefPubMed Hagoort P (2003) How the brain solves the binding problem for language: a neurocomputational model of syntactic processing. NeuroImage 20:S18–S29CrossRefPubMed
go back to reference Hale JT (2003a) Grammar, uncertainty and sentence processing. PhD thesis, The Johns Hopkins University Hale JT (2003a) Grammar, uncertainty and sentence processing. PhD thesis, The Johns Hopkins University
go back to reference Hale JT (2003b) The information conveyed by words in sentences. J Psycholinguist Res32(2):101–123CrossRefPubMed Hale JT (2003b) The information conveyed by words in sentences. J Psycholinguist Res32(2):101–123CrossRefPubMed
go back to reference Hale JT (2006) Uncertainty about the rest of the sentence. Cogn Sci 30(4):643–672CrossRef Hale JT (2006) Uncertainty about the rest of the sentence. Cogn Sci 30(4):643–672CrossRef
go back to reference Harkema H (2001) Parsing minimalist languages. PhD thesis, University of California, Los Angeles Harkema H (2001) Parsing minimalist languages. PhD thesis, University of California, Los Angeles
go back to reference Hemforth B (1993) Kognitives Parsing: Repräsentation und Verarbeitung kognitiven Wissens. Infix, Sankt Augustin Hemforth B (1993) Kognitives Parsing: Repräsentation und Verarbeitung kognitiven Wissens. Infix, Sankt Augustin
go back to reference Hemforth B (2000) German sentence processing. Kluwer Academic Publishers, Dodrecht Hemforth B (2000) German sentence processing. Kluwer Academic Publishers, Dodrecht
go back to reference Hertz J, Krogh A, Palmer RG (1991) Introduction to the theory of neural computation. Perseus Books, Cambridge Hertz J, Krogh A, Palmer RG (1991) Introduction to the theory of neural computation. Perseus Books, Cambridge
go back to reference Hopcroft JE, Ullman JD (1979) Introduction to automata theory, languages, and computation. Addison-Wesley, Menlo Park Hopcroft JE, Ullman JD (1979) Introduction to automata theory, languages, and computation. Addison-Wesley, Menlo Park
go back to reference Hopfield JJ (1982) Neural networks and physical systems with emergent collective computational abilities. Proc Natl Acad Sci USA 79(8):2554–2558CrossRefPubMed Hopfield JJ (1982) Neural networks and physical systems with emergent collective computational abilities. Proc Natl Acad Sci USA 79(8):2554–2558CrossRefPubMed
go back to reference Joshi AK, Schabes Y (1997) Tree-adjoining grammars. In: Salomma A, Rosenberg G (eds) Handbook of formal languages and automata, vol 3. Springer, Berlin, pp 69–124 Joshi AK, Schabes Y (1997) Tree-adjoining grammars. In: Salomma A, Rosenberg G (eds) Handbook of formal languages and automata, vol 3. Springer, Berlin, pp 69–124
go back to reference Joshi AK, Levy L, Takahashi M (1975) Tree adjunct grammars. J Comput Syst Sci 10(1):136–163CrossRef Joshi AK, Levy L, Takahashi M (1975) Tree adjunct grammars. J Comput Syst Sci 10(1):136–163CrossRef
go back to reference Lawrence S, Giles CL, Fong S (2000) Natural language grammatical inference with recurrent neural networks. IEEE Trans Knowl Data Eng 12(1):126–140CrossRef Lawrence S, Giles CL, Fong S (2000) Natural language grammatical inference with recurrent neural networks. IEEE Trans Knowl Data Eng 12(1):126–140CrossRef
go back to reference Legendre G, Miyata Y, Smolensky P (1990a) Harmonic grammar—a formal multi-level connectionist theory of linguistic well-formedness: theoretical foundations. In: Proceedings of the 12th annual conference cognitive science society. Cognitive Science Society, Cambridge, pp 388–395 Legendre G, Miyata Y, Smolensky P (1990a) Harmonic grammar—a formal multi-level connectionist theory of linguistic well-formedness: theoretical foundations. In: Proceedings of the 12th annual conference cognitive science society. Cognitive Science Society, Cambridge, pp 388–395
go back to reference Legendre G, Miyata Y, Smolensky P (1990b) Harmonic grammar—a formal multi-level connectionist theory of linguistic well-formedness: an application. In: Proceedings 12th annual conference cognitive science society. Cognitive Science Society, Cambridge, pp 884–891 Legendre G, Miyata Y, Smolensky P (1990b) Harmonic grammar—a formal multi-level connectionist theory of linguistic well-formedness: an application. In: Proceedings 12th annual conference cognitive science society. Cognitive Science Society, Cambridge, pp 884–891
go back to reference Michaelis J (2001) Derivational minimalism is mildly context-sensitive. In: Moortgat M (ed) Logical aspects of computational linguistics, vol 2014. Springer, Berlin, pp 179–198 (Lecture notes in artificial intelligence) Michaelis J (2001) Derivational minimalism is mildly context-sensitive. In: Moortgat M (ed) Logical aspects of computational linguistics, vol 2014. Springer, Berlin, pp 179–198 (Lecture notes in artificial intelligence)
go back to reference Mizraji E (1989) Context-dependent associations in linear distributed memories. Bull Math Biol 51(2):195–205PubMed Mizraji E (1989) Context-dependent associations in linear distributed memories. Bull Math Biol 51(2):195–205PubMed
go back to reference Mizraji E (1992) Vector logics: The matrix-vector representation of logical calculus. Fuzzy Sets Syst 50:179–185CrossRef Mizraji E (1992) Vector logics: The matrix-vector representation of logical calculus. Fuzzy Sets Syst 50:179–185CrossRef
go back to reference Niyogi S, Berwick RC (2005) A minimalist implementation of Hale-Keyser incorporation theory. In: Sciullo AMD (ed) UG and external systems language, brain and computation, linguistik aktuell/linguistics today, vol 75. John Benjamins, Amsterdam, pp 269–288 Niyogi S, Berwick RC (2005) A minimalist implementation of Hale-Keyser incorporation theory. In: Sciullo AMD (ed) UG and external systems language, brain and computation, linguistik aktuell/linguistics today, vol 75. John Benjamins, Amsterdam, pp 269–288
go back to reference Osterhout L, Holcomb PJ, Swinney DA (1994) Brain potentials elicited by garden-path sentences: evidence of the application of verb information during parsing. J Exp Psychol Learn Mem Cogn 20(4):786–803CrossRefPubMed Osterhout L, Holcomb PJ, Swinney DA (1994) Brain potentials elicited by garden-path sentences: evidence of the application of verb information during parsing. J Exp Psychol Learn Mem Cogn 20(4):786–803CrossRefPubMed
go back to reference Pollard C, Sag IA (1994) Head-driven phrase structure grammar. University of Chicago Press, Chicago Pollard C, Sag IA (1994) Head-driven phrase structure grammar. University of Chicago Press, Chicago
go back to reference Potthast R, beim Graben P (2009) Inverse problems in neural field theory. SIAM J Appl Dyn Syst (in press) Potthast R, beim Graben P (2009) Inverse problems in neural field theory. SIAM J Appl Dyn Syst (in press)
go back to reference Prince A, Smolensky P (1997) Optimality: from neural networks to universal grammar. Science 275:1604–1610CrossRefPubMed Prince A, Smolensky P (1997) Optimality: from neural networks to universal grammar. Science 275:1604–1610CrossRefPubMed
go back to reference Siegelmann HT, Sontag ED (1995) On the computational power of neural nets. J Comput Syst Sci 50(1):132–150CrossRef Siegelmann HT, Sontag ED (1995) On the computational power of neural nets. J Comput Syst Sci 50(1):132–150CrossRef
go back to reference Smolensky P (1986) Information processing in dynamical systems: foundations of harmony theory. In: Rumelhart DE, McClelland JL, the PDP Research Group (eds) Parallel distributed processing: explorations in the microstructure of cognition, vol I. MIT Press, Cambridge, pp 194–281 (Chap 6) Smolensky P (1986) Information processing in dynamical systems: foundations of harmony theory. In: Rumelhart DE, McClelland JL, the PDP Research Group (eds) Parallel distributed processing: explorations in the microstructure of cognition, vol I. MIT Press, Cambridge, pp 194–281 (Chap 6)
go back to reference Smolensky P (1990) Tensor product variable binding and the representation of symbolic structures in connectionist systems. Artif Intell 46:159–216CrossRef Smolensky P (1990) Tensor product variable binding and the representation of symbolic structures in connectionist systems. Artif Intell 46:159–216CrossRef
go back to reference Smolensky P, Legendre G (2006a) The harmonic mind. from neural computation to optimality-theoretic grammar, vol 1: cognitive architecture. MIT Press, Cambridge Smolensky P, Legendre G (2006a) The harmonic mind. from neural computation to optimality-theoretic grammar, vol 1: cognitive architecture. MIT Press, Cambridge
go back to reference Smolensky P, Legendre G (2006b) The harmonic mind. From neural computation to optimality-theoretic grammar, vol 2: linguistic and philosophic implications. MIT Press, Cambridge Smolensky P, Legendre G (2006b) The harmonic mind. From neural computation to optimality-theoretic grammar, vol 2: linguistic and philosophic implications. MIT Press, Cambridge
go back to reference Stabler EP (1997) Derivational minimalism. In: Retoré C (ed) Logical Aspects of computational linguistics, springer lecture notes in computer science, vol 1328. Springer, New York, pp 68–95CrossRef Stabler EP (1997) Derivational minimalism. In: Retoré C (ed) Logical Aspects of computational linguistics, springer lecture notes in computer science, vol 1328. Springer, New York, pp 68–95CrossRef
go back to reference Stabler EP (2000) Minimalist Grammars and recognition. In: CSLI (ed) Linguistic form and its computation, Rohrer, Rossdeutscher and Kamp, pp 327–352 Stabler EP (2000) Minimalist Grammars and recognition. In: CSLI (ed) Linguistic form and its computation, Rohrer, Rossdeutscher and Kamp, pp 327–352
go back to reference Stabler EP (2004) Varieties of crossing dependencies: structure dependence and mild context sensitivity. Cogn Sci 28:699–720CrossRef Stabler EP (2004) Varieties of crossing dependencies: structure dependence and mild context sensitivity. Cogn Sci 28:699–720CrossRef
go back to reference Stabler EP, Keenan EL (2003) Structural similarity within and among languages. Theor Comput Sci 293:345–363CrossRef Stabler EP, Keenan EL (2003) Structural similarity within and among languages. Theor Comput Sci 293:345–363CrossRef
go back to reference Staudacher P (1990) Ansätze und Probleme prinzipienorientierten Parsens. In: Felix SW, Kanngießer S, Rickheit G (eds) Sprache und Wissen. Westdeutscher Verlag, Opladen, pp 151–189 Staudacher P (1990) Ansätze und Probleme prinzipienorientierten Parsens. In: Felix SW, Kanngießer S, Rickheit G (eds) Sprache und Wissen. Westdeutscher Verlag, Opladen, pp 151–189
go back to reference Tabor W (2000) Fractal encoding of context-free grammars in connectionist networks. Expert Syst Int J Knowl Eng Neural Netw 17(1):41–56 Tabor W (2000) Fractal encoding of context-free grammars in connectionist networks. Expert Syst Int J Knowl Eng Neural Netw 17(1):41–56
go back to reference Tabor W (2003) Learning exponential state-growth languages by hill climbing. IEEE Trans Neural Netw 14(2):444–446CrossRefPubMed Tabor W (2003) Learning exponential state-growth languages by hill climbing. IEEE Trans Neural Netw 14(2):444–446CrossRefPubMed
go back to reference Tabor W, Tanenhaus MK (1999) Dynamical models of sentence processing. Cogn Sci 23(4):491–515CrossRef Tabor W, Tanenhaus MK (1999) Dynamical models of sentence processing. Cogn Sci 23(4):491–515CrossRef
go back to reference Tabor W, Juliano C, Tanenhaus MK (1997) Parsing in a dynamical system: An attractor-based account of the interaction of lexical and structural constraints in sentence processing. Lang Cogn Process 12(2/3):211–271 Tabor W, Juliano C, Tanenhaus MK (1997) Parsing in a dynamical system: An attractor-based account of the interaction of lexical and structural constraints in sentence processing. Lang Cogn Process 12(2/3):211–271
go back to reference Traxler M, Gernsbacher MA (eds) (2006) Handbook of psycholinguistics. Elsevier, Oxford Traxler M, Gernsbacher MA (eds) (2006) Handbook of psycholinguistics. Elsevier, Oxford
go back to reference Vosse T, Kempen G (2000) Syntactic structure assembly in human parsing: a computational model based on competitive inhibition and a lexicalist grammar. Cognition 75:105–143CrossRefPubMed Vosse T, Kempen G (2000) Syntactic structure assembly in human parsing: a computational model based on competitive inhibition and a lexicalist grammar. Cognition 75:105–143CrossRefPubMed
go back to reference Vosse T, Kempen G (this issue) The Unification space implemented as a localist neural net: predictions and error-tolerance in a constraint-based parser. Cogn Neurodyn Vosse T, Kempen G (this issue) The Unification space implemented as a localist neural net: predictions and error-tolerance in a constraint-based parser. Cogn Neurodyn
go back to reference Weyerts H, Penke M, Muente TF, Heinze HJ, Clahsen H (2002) Word order in sentence processing: an experimental study of verb placement in German. J Psycholinguist Res 31(3):211–268CrossRefPubMed Weyerts H, Penke M, Muente TF, Heinze HJ, Clahsen H (2002) Word order in sentence processing: an experimental study of verb placement in German. J Psycholinguist Res 31(3):211–268CrossRefPubMed
Metadata
Title
Unifying syntactic theory and sentence processing difficulty through a connectionist minimalist parser
Authors
Sabrina Gerth
Peter beim Graben
Publication date
01-12-2009
Publisher
Springer Netherlands
Published in
Cognitive Neurodynamics / Issue 4/2009
Print ISSN: 1871-4080
Electronic ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-009-9093-1

Other articles of this Issue 4/2009

Cognitive Neurodynamics 4/2009 Go to the issue

Editorial

Editorial