creators_name: Vigo, Ronaldo creators_name: Allen, Colin creators_id: vigo@ohio.edu type: journalp datestamp: 2012-11-09 17:47:36 lastmod: 2012-11-09 17:47:36 metadata_visibility: show title: How to reason without words: inference as categorization ispublished: pub subjects: appl-cog-psy subjects: cog-psy subjects: comp-psy subjects: comp-sci-art-intel subjects: dev-psy subjects: ling-compara subjects: phil-lang subjects: phil-mind full_text_status: public keywords: Animal Cognition, Categorization, Reasoning, Learning, Similarity abstract: The idea that reasoning is a singular accomplishment of the human species has an ancient pedigree.Yet this idea remains as controversial as it is ancient. Those who would deny reasoning to nonhuman animals typically hold a language-based conception of inference which places it beyond the reach of languageless creatures. Others reject such an anthropocentric conception of reasoning on the basis of similar performance by humans and animals in some reasoning tasks, such as transitive inference. Here, building on the modal similarity theory of Vigo [J Exp Theor Artif Intell, 2008 (in press)], we offer an account in which reasoning depends on a core suite of subsymbolic processes for similarity assessment, discrimination, and categorization. We argue that premise-based inference operates through these subsymbolic processes, even in humans. Given the robust discrimination and categorization abilities of some species of nonhuman animals, we believe that they should also be regarded as capable of simple forms of inference. Finally, we explain how this account of reasoning applies to the kinds of transitive inferences that many nonhuman animals display. date: 2009 date_type: published publication: Cognitive Processing volume: 10 number: 1 publisher: Springer pagerange: 51-88 refereed: TRUE referencetext: Allen C (1999) Animal concepts revisited. Erkenntnis 51:33–40 Allen C (2006) Transitive inferences in animals: reasoning or conditioned associations? In: Hurley S, Nudds M (eds) Rational animals? Oxford University Press, Oxford, pp 173–184 Battista MT, Clements DH (1991) Using spatial imagery in geometric reasoning. Arith Teacher 39:18–21 Bermu´dez J (2003) Thinking without words. Oxford University Press, New York Bond AB, Kamil AC, Balda RP (2003) Social complexity and transitive inference in corvids. Anim Behav 65:479–487 Bower GH, Clark MC (1969) Narrative stories as mediators for serial learning. Psychon Sci 14:181–182 Brunswick E (1955) ‘‘Ratiomorphic’’ models of perception and thinking. Acta Psychol 11:108–109 Bryant P, Trabasso T (1971) Transitive inferences and memory in young children. Nature 232:456–458 Chomsky N (1980) Rules and representations. Basil Blackwell, Oxford Clark A (1998) Magic words: how language augments human computation. In: Carruthers P, Boucher J (eds) Language and thought: interdisciplinary themes. Cambridge University Press, Cambridge, pp 162–183 Dictionary (2008) New Oxford American dictionary. Accessed via Dictionary.app for Mac OS X, Cupertino, Apple Inc. Dusek A, Eichenbaum H (1997) The hippocampus and memory for orderly stimulus relations. Proc Natl Acad Sci 94:7109–7114 Fersen L von, Wynne CDL, Delius JD, Staddon JER (1991) Transitive inference formation in pigeons. J Exp Psychol Anim B 17:334–341 Fodor J, Pylyshyn Z (1988) Connectionism and cognitive architecture. Cognition 28:3–71 Grosenick L, Clement TS, Fernald RD (2007) Fish can infer social rank by observation alone. Nature 445:429–432 Herrnstein RJ (1990) Levels of stimulus control: a functional approach. Cognition 37:133–166 Herrnstein RJ, Loveland DH (1964) Complex visual concepts in the pigeon. Science 146:549–551 Hogue ME, Beaugrand JP, Lagu¨e PC (1996) Coherent use of information by hens observing their former dominant defeating or being defeated by a stranger. Behav Process 38:241–252 Hurley S, Nudds M (2006) Rational animals? Oxford University Press, Oxford Inhelder B, Piaget J (1958) The growth of logical thinking from childhood to adolescence. Basic Books, New York Ko¨hler W (1929) Gestalt psychology. Horace Liveright, New York Landy D, Goldstone RL (2007) Formal notations are diagrams: evidence from a production task. Mem Cognit 35:2033–2040 McGonigle B, Chalmers M (1992) Monkeys are rational! Q J Exp Psychol 45B:198–228 McGonigle B, Chalmers M (2002) The growth of cognitive structure in monkeys and men. In: Fountain SB, Bunsey MD, Danks JH, McBeath MK (eds) Animal cognition and sequential behaviour: behavioral, biological and computational perspectives. Kluwer Academic, Boston, pp 269–314 Pernet C, Franceries X, Basan S, Cassol E, De´monet JF, Celsisa P. (2004) Anatomy and time course of discrimination and categorization processes in vision: an fMRI study. Neuroimage 22:1563–1577 Piaget J (1971) Biology and knowledge. University of Chicago Press, Chicago Rumbaugh DM, Washburn DA, Hillix WA (1996) Respondents, operants, and emergents: toward an integrated perspective on behavior. In: Pribram K, King J (eds) Learning as a selforganizing process. Erlbaum, Hillsdale, pp 57–73 Seyfarth RM, Cheney DL (2002) The structure of social knowledge in monkeys. In: Bekoff M, Allen C, Burghardt GM (eds) The cognitive animal: empirical and theoretical perspectives on animal cognition. MIT Press, Cambridge, pp 379–384 Siegal M, Varley R, Want SC (2001) Mind over grammar: reasoning in aphasia and development. Trends Cogn Sci 5:296–301 Sorabji R (1993) Animal minds and human morals: the origins of Western debate. Cornell University Press, Ithaca Stephan A (1999) Are animals capable of concepts? Erkenntnis 51:583–596 Templeton J (1998) Learning from others’ mistakes: a paradox revisited. Anim Behav 55:79–85 Thomas RK (2002) Conditional discrimination learning and conditional reasoning by nonhuman animals. Updated version of Thomas RK (1991) Misuse of conditional reasoning in animal research with special reference to evolution of language. Southern Society for Philosophy and Psychology, Atlanta, GA. http://rkthomas.myweb.uga.edu/Conditional.htm. Accessed 07 January 2008 Treichler FR (2007) Monkeys making a list: checking it twice? In: Washburn DA (ed) Primate perspectives on behavior and cognition. American Psychological Association, Washington DC, pp 143–160 Treichler FR, Raghanti MA, Van Tilburg DN (2003) Linking of serially ordered lists by Macaque monkeys (Macaca mulatta): list position influences. J Exp Psychol Anim B 29:211–221 Vigo R (2008) Modal similarity. J Exp Theor Artif Intell (in press) Watanabe S, Huber L (2006) Animal logics: decisions in the absence of human language. Anim Cogn 9:235–245 Watson JS (2005) Causal logic and the intentional stance: retrospection and logical thought. Interdisciplines. http://www.interdisciplines. org/causality/papers/7/4/1#_4. Accessed 27 January 2008 Watson JS, Gergely G, Csanyi V, Topal J, Gacsi M, Sarkozi Z (2001) Distinguishing logic from association in the solution of an invisible displacement task by children (Homo sapiens) and dogs (Canis familiaris): using negation of disjunction. J Comp Psychol 115:219–226 Zentall TR (2001) The case for a cognitive approach to animal learning and behavior. Behav Process 54:65–78 citation: Vigo, Professor Ronaldo and Allen, Colin (2009) How to reason without words: inference as categorization. [Journal (Paginated)] document_url: http://cogprints.org/7958/1/Vigo%20%26%20Allen%20%282009a%29.pdf