Skip to main content

In silico Evolutionary Developmental Neurobiology and the Origin of Natural Language

  • Chapter
Book cover Emergence of Communication and Language

Abstract

It is justified to assume that part of our genetic endowment contributes to our language skills, yet it is impossible to tell at this moment exactly how genes affect the language faculty. We complement experimental biological studies by an in silico approach in that we simulate the evolution of neuronal networks under selection for language-related skills. At the heart of this project is the Evolutionary Neurogenetic Algorithm (ENGA) that is deliberately biomimetic. The design of the system was inspired by important biological phenomena such as brain ontogenesis, neuron morphologies, and indirect genetic encoding. Neuronal networks were selected and were allowed to reproduce as a function of their performance in the given task. The selected neuronal networks in all scenarios were able to solve the communication problem they had to face. The most striking feature of the model is that it works with highly indirect genetic encoding–-just as brains do.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Airey, D.C., Robbins, A.I., Enzinger, K.M., Wu, F., Collins, C.E.: Variation in the cortical map of C57BL/6 J and DBA/2 J inbred mice predicts strain identity. BMC Neurosci. 6 (2005) 18

    Article  Google Scholar 

  • Baldassarre, G., Nolfi, S., Parisi, D.: Evolving mobile robots able to display collective behavior. Artif. Life 9 (2003) 255–267

    Article  Google Scholar 

  • Bickerton, D.: Language and Species. The Univ. of Chicago Press (1992)

    Google Scholar 

  • Bufill, E., Carbonell, E.: Are symbolic behaviour and neuroplasticity an example of gene-culture coevolution (in Spanish)? Rev. Neurol. 39 (2004) 48–55

    Google Scholar 

  • Caceres, M., Lachuer, J., Zapala, M.A., Redmond, J.C., Kudo, L., Geschwind, D.H., Lockhart, D.J., Preuss, T.M., Barlow, C.: Elevated gene expression levels distinguish human from non-human primate brains. Proc. Natl. Acad. Sci. USA 100 (2003) 13030–13035

    Article  Google Scholar 

  • Calabretta, R., Ferdinando, A.D., Wagner, G.P., Parisi, D.: What does it take to evolve behaviorally complex organisms? BioSystems 69 (2003) 245–262

    Article  Google Scholar 

  • Calvin, W.H., Bickerton, D.: Lingua ex Machina: Reconciling Darwin and Chomsky with the Human Brain. MIT Press, Cambridge (2000)

    Google Scholar 

  • Changeux, J.-P.: L’Homme Neuronal. Librairie Arthème Fayard, Paris (1983)

    Google Scholar 

  • Christiansen, M.H., Kirby, S.: Language evolution: consensus and controversies. Trends Cogn. Sci. 7 (2003) 300–307

    Article  Google Scholar 

  • Cooper, R., DeJong, D.V., Forshyte, R, Ross, T.W.: Communication in Coordination Games. Quart J Econ 107 (1992) 739–771

    Article  Google Scholar 

  • Dalalakis, J.E.: Morphological representation in specific language impairment: evidence from Greek word formation. Folia Phoniatr. Logop. 51 (1999) 20–35

    Article  Google Scholar 

  • Deacon, T.: The Symbolic Species. The coevolution of language and the brain. Norton, New York (1997)

    Google Scholar 

  • De Beule, J., Steels, L.: Hierarchy in Fluid Construction Grammar. In Furbach U. (ed), Proceedings of KI-2005, Berlin: Springer-Verlag, Berlin (2005) 1–15

    Google Scholar 

  • DeFelipe, J., Alonso-Nanclares, L., Arellano, J.I.: Microstructure of the neocortex: Comparative aspects. J. Neurocytol. 31 (2002) 299–316

    Article  Google Scholar 

  • Dubs, A., Laughlin, S.B., Srinivasan, M.V.: Single photon signals in fly photoreceptors and first order interneurones at behavioral threshold. J. Physiol. 317 (1981) 317–334

    Google Scholar 

  • Elman, J.L., Bates, E., Johnson, M.H., Karmiloff-Smith, A., Parisi, D., Plunkett, K.: Rethinking Innateness. MIT Press, Cambridge (1996)

    Google Scholar 

  • Elston, G.N., Benavides-Piccione, R., DeFelipe, J.: The Pyramidal Cell in Cognition: A Comparative Study in Human and Monkey. J. Neurosci.21 (2001) 1–5

    Google Scholar 

  • Embick, D., Marantz, A., Miyashita, Y., O’Neil, W., Sakai, K.L.: A syntactic specialization for Broca’s area. Proc. Natl. Acad. Sci. USA 97 (2000) 6150–6154

    Article  Google Scholar 

  • Enard, W., Przeworski, M., Fisher, S.E., Lai, C.S.L., Victor Wiebe, V., Kitano, T., Monaco, A.P. & Paabo, S.: Molecular evolution of FOXP2, a gene involved in speech and language. Nature 418 (2002) 869–872.

    Article  Google Scholar 

  • Everett, D.: Cultural Constraints on Pirahã Grammar. Curr.Anthropol. 46 (2005) 621–646

    Article  Google Scholar 

  • Fitch, W.T., Hauser, M.D.: Computational constraints on syntactic processing in nonhuman primates. Science 303 (2004) 377–380

    Article  Google Scholar 

  • Flint, J.: The genetic basis of cognition. Brain 122 (1999) 2015–2031

    Article  Google Scholar 

  • Fullmer, B., Miikkulainen, R.: Using marker-based genetic encoding of neural networks to evolve finite-state behaviour. In Varela, F. J., Bourgine, P. (eds): Toward a Practice of Autonomous Systems: Proceedings of the First European Conference on Artificial Life. MIT Press, Cambridge, MA (1992) 255–262

    Google Scholar 

  • Gerdes, L.U., Gerdes, C., Hansen, P.S., Klausen, I.C., Faergman, O.: Are men carrying the apolipoprotein \(\upvarepsilon 4-\) or \(\upvarepsilon\)2 allele less fertile than \(\upvarepsilon\)3 \(\upvarepsilon\)3 genotypes? Hum. Genet. 98 (1996) 239–242

    Article  Google Scholar 

  • Goldberg, T.E., Weinberger, D.R.: Genes and the parsing of cognitive processes. Trends Cogn. Sci. 8 (2004) 325–335

    Article  Google Scholar 

  • Gopnik, M.: Feature-blind grammar and dysphasia. Nature 344 (1990) 715

    Article  Google Scholar 

  • Gopnik, M.: Familial language impairment: more English evidence. Folia Phoniatr. Logop. 51 (1999) 5–19

    Article  Google Scholar 

  • Greenfield, P.M.: Language, tool use and the brain: the ontogeny and phylogeny of hierarchically organized sequential behaviour. Behav. Brain Sci. 14 (1991) 531–595

    Article  Google Scholar 

  • Haesler, S., Wada, K., Morrisey, E.E., Lints, T., Jarvis, E.D., Scharff, C.: FoxP2 expression in avian vocal learners and non-learners. J. Neurosci. 24 (2004) 3164–3175

    Article  Google Scholar 

  • Hauser, M.D., Chomsky, N. Fitch, W. T.: The faculty of language: What is it, who has it, and how did it evolve? Science 298 (2002) 1569–1579

    Article  Google Scholar 

  • Hewes, G.: Primate Communication and the Gestural Origin of Language. Current Anthropology. 14 (1973) 5–25

    Article  Google Scholar 

  • Hill, R.S. & Walsh, C.A.: Molecular insights into human brain evolution. Nature 437 (2005) 64–67

    Article  Google Scholar 

  • Hinton, G.E., Nowlan, S.J.: How learning can guide evolution. Complex Systems 1 (1987) 495–502

    MATH  Google Scholar 

  • Hockett, C. F.: The origin of speech. Sci. Am. 203 (1960) 88–111

    Article  Google Scholar 

  • Hurkens S., Schlag, K.H. Communication, Coordination, and Efficiency in Evolutionary One-Population Models. Universitat Pompeu Fabra Department of Economics (1999) Working Paper No. 387

    Google Scholar 

  • Jackendoff, R.S.: Languages of the Mind. MIT Press, Cambridge MA (1992)

    Google Scholar 

  • Jeffery, K.J., Reid, I.C.: Modifiable neuronal connections: An overview for psychiatrists. Am. J. Psychiatry 154 (1997) 156–164

    Google Scholar 

  • Johnston, M.V.: Developmental disorders of activity dependent neuronal plasticity. Ind. J. Pediat. 68 (2001) 423–426

    Article  Google Scholar 

  • Kandel, E.R., Schwartz, J.H. & Jessell, T.M.: Principles of Neural Science. Fourth Edition. McGraw-Hill, New York (2000)

    Google Scholar 

  • Khaitovich, P., Muetzel, B., She, X., Lachmann, M., Hellmann, I., Dietzsch, J., Steigele, S., Do, H.H., Weiss, G., Enard, W., Heissig, F., Arendt, T., Nieselt-Struwe, K., Eichler, E.E., Paabo, S.: Regional patterns of gene expression in human and chimpanzee brains. Genome Res. 14 (2004) 1462–73

    Article  Google Scholar 

  • Krubitzer, L. & Kaas, J.: The evolution of the neocortex in mammals: how is phenotypic diversity generated? Curr. Op. Neurobiol. 15 (2005) 444–453

    Article  Google Scholar 

  • Lai, C.S.L., Gerelli, D., Monaco, A.P. Fisher, S.E., Copp, A.J.: FOXP2 expression during brain development coincides with adult sites of pathology in a severe speech and language disorder. Brain 126 (2003) 2455–2462

    Article  Google Scholar 

  • Levi, O., Jongen-Relo, A.L., Feldon, J., Roses, A.D., Michaelson, D.M.: ApoE4 impairs hippocampal plasticity isoform-specifically and blocks the environmental stimulation of synaptogenesis and memory. Neurobiol. Disease 13 (2003) 273–282

    Article  Google Scholar 

  • Li, W.-H., Saunders, M.A.: The chimpanzee and us. Nature 437 (2005) 50–51

    Article  Google Scholar 

  • Lieberman, P: On the nature and evolution of the neural bases of human language. Am. J. Phys. Anthropol. 35 (2002) 36–62

    Article  Google Scholar 

  • Marcus, G.F.: Rethinking eliminative connectionism. Cogn. Psychol. 37 (1998) 243–282

    Article  Google Scholar 

  • Marcus, G.F., Fisher, S. E.: FOXP2 in focus: what can genes tell us about speech and language. Trends Cogn. Sci. 7 (2003) 257–262

    Article  Google Scholar 

  • Maynard Smith, J.: Evolutionary Genetics. Oxford Univ. Press (1998)

    Google Scholar 

  • Maynard Smith, J., Szathmáry, E. The Major Transitions in Evolution. Freeman, Oxford (1995)

    Google Scholar 

  • Musso, M., Weiller, C., Kiebel, S., Müller, S.P., Bülau, P. Rijntjes, M.: Training-induced brain plasticity in aphasia. Brain 122 (1999) 1781–1790

    Article  Google Scholar 

  • Müller, R.-A., Rothermel, R.D., Behen, M.E., Muzik, O., Chakraborty, P.K. & Chugani, H.T.: Language organization in patients with early and late left-hemisphere lesion: a PET study. Neuropsychol. 37 (1999) 545–557

    Article  Google Scholar 

  • Neville, H. J., Bavelier, D.: Neural organization and plasticity of language. Curr. Op. Neurobiol. 8 (1998) 254–258

    Article  Google Scholar 

  • Nielsen, R., Bustamante, C., Clark, A.G., Glanowski, S., Sackton, T.B. et al.: A scan for positively selected genes in the genomes of humans and chimpanzees. PLoS Biol. 3 (6) (2005) e170

    Article  Google Scholar 

  • Nobre, A.C., Plunkett, K.: The neural system of language: structure and development. Curr. Op. Neurobiol. 7 (1997) 262–268

    Article  Google Scholar 

  • Nolfi, S., Floreano, D.: Synthesis of autonomous robots through evolution. Trends Cogn. Sci. 6 (2002) 31–37

    Article  Google Scholar 

  • Paterson, S.J., Brown, J.H., Gsödl, M.K., Johnson, M.H., Karmiloff-Smith, A.: Cognitive modularity and genetic disorders. Science 286 (1999) 2355–2357

    Article  Google Scholar 

  • Pica, P., Lemer, C., Izard, V., Dehaene, S.: Exact and approximate arithmetics in an Amazonian indigene group. Science 306 (2004) 499–503

    Article  Google Scholar 

  • Pinker, S., Bloom, P.: Natural language and natural selection. Behav. Brain Sci. 13 (1990) 707–784.

    Article  Google Scholar 

  • Pinker, S., Jackendoff, R.: The faculty of language: What’s special about it? Cognition 95 (2005) 201–236

    Article  Google Scholar 

  • Premack, D.: Is language the key to human intelligence? Science 303 (2004) 318–320

    Article  Google Scholar 

  • Preuss, T.M.: Taking the measure of diversity: Comparative alternatives to the model-animal paradigm in cortical neuroscience. Brain Behav. Evol. 55 (2000) 287–299

    Article  Google Scholar 

  • Raber, J., Wong, D., Yu, G., Buttini, M., Mahley, R.W., Pitas, R.E., Mucke, L.: Apolipoprotein E and cognitive performance. Nature 404 (2000) 353–353

    Article  Google Scholar 

  • Rapoport, S.I.: How did the human brain evolve? A proposal based on new evidence from in vivo brain imaging during attention and ideation. Brain Res. Bull. 50 (1990) 149–165

    Article  Google Scholar 

  • Rolls, E.T., Stringer, S.M.: On the design of neural networks in the brain by genetic evolution. Prog Neurobiol 61 (2000) 557–579

    Article  Google Scholar 

  • Rose, Y., Royle, P.: Uninflected structure in familial language impairment: evidence from French. Folia Phoniatr. Logop. 51 (1999) 70–90

    Article  Google Scholar 

  • Schmitt, A.M., Shi, J., Wolf, A. M., Lu, C.-C., King, L.A., Zou, Y.: Wnt-Ryk signalling mediates medial-lateral retinotectal topographic mapping. Nature 439 (2006) 31–37

    Google Scholar 

  • Senghas, A., Kita S., özyürek, A.: Children creating properties of language: Evidence from an emerging sign language in Nicaragua. Science 305 (2004) 1779–1782

    Article  Google Scholar 

  • Shu, W., Cho, J.Y., Jiang, Y., Zhang, M., Weisz, D., Elder, G.A., Schmeidler, J., De Gasperi, R., Sosa, M.A., Rabidou, D., Santucci, A.C., Perl, D., Morrisey, E., Buxbaum, J.D.: Altered ultrasonic vocalization in mice with a disruption in the Foxp2 gene. Proc Natl Acad Sci USA 102 (2005) 9643–9648

    Article  Google Scholar 

  • Sporns, O., Chialvo, D.R., Kaiser, M., Hilgetag, C.C.: Organization, development and function of complex brain networks. Trends Cogn. Sci. 8 (2004) 418–425

    Article  Google Scholar 

  • Steels, L.: Evolving grounded communication for robots. Trends Cogn. Sci. 7 (2003) 308–312

    Article  Google Scholar 

  • Steels, L., De Beule, J.: Unify and Merge in Fluid Construction Grammar. forthcoming, 2006.

    Google Scholar 

  • Stromswold, K.: The heritability of language: a review and metaanalysis of twin, adoption, and linkage studies. Language 77 (2001) 647–723

    Article  Google Scholar 

  • Sur, M., Learney, C.A.: Development and plasticity of cortical areas and networks. Nat. Rev. Neurosci. 2 (2001) 251–262

    Article  Google Scholar 

  • Számadó, S., Szathmáry, E.: Language evolution: competing selective scenarios. Trends Ecol. Evol. Submitted (2006)

    Google Scholar 

  • Szathmáry, E.: Origin of the human language faculty: the language amoeba hypothesis. In (J. Trabant & S. Ward, Eds.): New Essays on the Origin of Language. Mouton/de Gruyter, Berlin/New York (2001) 41–51.

    Google Scholar 

  • Szathmáry, E.: Cultural processes: the latest major transition in evolution. In: L. Nadel (ed.) Encyclopedia of Cognitive Science Nature Publishing Group, Macmillan, London (2003)

    Google Scholar 

  • Teramitsu, I., Kudo, L.C., London, S.E., Geschwind, D.H., White, S.A. Parallel FoxP1 and FoxP2 expression in songbird and human brain predicts functional interaction. J. Neurosci. 24 (2004) 3152–3163

    Article  Google Scholar 

  • Teter, B., Xu, P., Gilbert, J.R., Roses, A.D., Galasko, D., Cole, M.D.: Defective neuronal sprouting by human apolipoprotein E4 is a gain-of-negative function. J. Neurosci. Res. 68 (2002) 331–336

    Article  Google Scholar 

  • Toma, D.T. et al.: Identification of genes involved in Drosophila melanogaster geotaxis, a complex behavioral trait. Nat. Genet. 31 (2002) 349–353

    Google Scholar 

  • Tomblin, J.B., Pandich, J.: Lessons from children with specific language impairment. Trends Cog. Sci. 3 (1999) 283–285

    Article  Google Scholar 

  • Van der Lely, H.J.K., Rosen, S., McClelland, A.: Evidence for a grammar-specific deficit in children. Curr. Biol. 8 (1998) 1253–125.

    Article  Google Scholar 

  • Vargha-Kadem, F., Watkins, K.E., Price, C.J., Ashburner, J., Alcock, K.J., Connelly, A., Frackowiak, R.S.J., Friston, K.J., Pembrey, M.E., Mishkin, M., Gadian, D.G. Passingham, R.E.: Neural basis of an inherited speech and language disorder. Proc. Natl. Acad. Sci. USA 95 (1998) 12695–12700

    Article  Google Scholar 

  • Wolpert, D.H., Macready, W.G.: No Free Lunch Theorems for Optimization, IEEE Transactions on Evolutionary Computation 1 (1997) 67–82

    Article  Google Scholar 

  • Worden, R.P.: A speed limit for evolution. J. theor. Biol. 176 (1995) 137–152

    Article  Google Scholar 

  • Wyles, J.S., Kunkel, J.G., Wilson, A.C.: Birds, behaviour, and anatomical evolution. Proc. Natl. Acad. Sci. USA 80 (1983) 4394–4397

    Article  Google Scholar 

  • Zhang, B., Mühlenbein, H.: Genetic programming of minimal neural nets using Occam’s razor. Proc. of the Fifth Int. Conf. on Genetic Algorithms (1993) 342–349

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2007 Springer-Verlag London Limited

About this chapter

Cite this chapter

Szathmáry, E. et al. (2007). In silico Evolutionary Developmental Neurobiology and the Origin of Natural Language. In: Lyon, C., Nehaniv, C.L., Cangelosi, A. (eds) Emergence of Communication and Language. Springer, London. https://doi.org/10.1007/978-1-84628-779-4_8

Download citation

  • DOI: https://doi.org/10.1007/978-1-84628-779-4_8

  • Publisher Name: Springer, London

  • Print ISBN: 978-1-84628-491-5

  • Online ISBN: 978-1-84628-779-4

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics