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The propositional nature of human associative learning

  • Chris J. Mitchell (a1), Jan De Houwer (a2) and Peter F. Lovibond (a3)

The past 50 years have seen an accumulation of evidence suggesting that associative learning depends on high-level cognitive processes that give rise to propositional knowledge. Yet, many learning theorists maintain a belief in a learning mechanism in which links between mental representations are formed automatically. We characterize and highlight the differences between the propositional and link approaches, and review the relevant empirical evidence. We conclude that learning is the consequence of propositional reasoning processes that cooperate with the unconscious processes involved in memory retrieval and perception. We argue that this new conceptual framework allows many of the important recent advances in associative learning research to be retained, but recast in a model that provides a firmer foundation for both immediate application and future research.

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Adams C. D. & Dickinson A. (1981) Instrumental responding following reinforcer devaluation. Quarterly Journal of Experimental Psychology: Comparative and Physiological Psychology 33B:109–21.
Baeyens F., Eelen P. & Van denBergh O. (1990a) Contingency awareness in evaluative conditioning: A case for unaware affective-evaluative learning. Cognition and Emotion 4:318.
Batsell W. R., Paschall G. Y., Gleason D. I. & Batson J. D. (2001) Taste preconditioning augments odor-aversion learning. Journal of Experimental Psychology: Animal Behavior Processes 27:3047.
Beckers T., De Houwer J., Pineno O., & Miller R. R. (2005) Outcome additivity and outcome maximality influence cue competition in human causal learning. Journal of Experimental Psychology: Learning, Memory, and Cognition 31:238–49.
Beckers T., Miller R. R., De Houwer J., & Urushihara K. (2006) Reasoning rats: Forward blocking in Pavlovian animal conditioning is sensitive to constraints of causal inference. Journal of Experimental Psychology: General 135:92102.
Blaisdell A., Sawa K., Leising K. J. & Waldmann M. R. (2006) Causal reasoning in rats. Science 311:1020–22.
Boakes R. A. (1989) How one might find evidence for conditioning in adult humans. In: Aversion, avoidance and anxiety: Perspectives on learning and memory, ed. Archer T. & Nilsson L.-G., pp. 381402. Erlbaum.
Bolles R. C. & Fanselow M. S. (1980) A perceptual-recuperative model of fear and pain. Behavioral and Brain Sciences 3:291323.
Bouton M. E. (1993) Context, time, and memory retrieval in the interference paradigms of Pavlovian learning. Psychological Bulletin 114:8099.
Braine M. D. S. (1978) On the relation between the natural logic of reasoning and standard logic. Psychological Review 85:121.
Brewer W. F. (1974) There is no convincing evidence for operant or classical conditioning in adult humans. In: Cognition and the symbolic processes, ed. Weimer W. B. & Palermo D. S., pp. 142. Erlbaum.
Chater , (in press) Rational and mechanistic perspectives on reinforcement learning. Cognition.
Chater N., Tenenbaum J. B. & Yuille A. (2006) Probabilistic models of cognition: Conceptual foundations. Trends in Cognitive Science 10:287–91.
Cheng P. W. (1997) From covariation to causation: A causal power theory. Psychological Review 104:367405.
Clark D. M. (2004) Developing new treatments: On the interplay between theories, experimental science and clinical innovation. Behavior Research and Therapy 42:1089–104.
Clayton N. S. & Dickinson A. (1998) Episodic-like memory during cache recovery by scrub jays. Nature 395:272–74.
Colgan D. M. (1970) Effect of instructions on the skin conductance response. Journal of Experimental Psychology 86:108–12.
Cook S. W. & Harris R. E. (1937) The verbal conditioning of the galvanic skin reflex. Journal of Experimental Psychology 21:202–10.
Dawson M. E. (1970) Cognition and conditioning: Effects of masking the CS-UCS contingency on human GSR classical conditioning. Journal of Experimental Psychology 85:389–96.
Dawson M. E. & Biferno M. A. (1973) Concurrent measurement of awareness and electrodermal classical conditioning. Journal of Experimental Psychology 101:5562.
Dawson M. E. & Schell A. M. (1985) Information processing and human autonomic classical conditioning. In: Advances in psychophysiology, vol. 1, ed. Ackles P. K., Jennings J. R. & Coles M. G. H., pp. 89165. JAI Press.
Dawson M. E. & Schell A. M. (1987) Human autonomic and skeletal classical conditioning: The role of conscious cognitive factors. In: Cognitive processes and Pavlovian conditioning in humans, ed. Davey G., pp. 2755. Wiley.
De Houwer J., (2007) A conceptual and theoretical analysis of evaluative conditioning. The Spanish Journal of Psychology 10:230–41.
De Houwer J., (2009) The propositional approach to associative learning as an alternative for association formation models. Learning and Behavior 37:120.
De Houwer J., & Beckers T. (2003) Secondary task difficulty modulates forward blocking in human contingency learning. Quarterly Journal of Experimental Psychology 56B:345–57.
De Houwer J., Beckers T., & Glautier S. (2002) Outcome and cue properties modulate blocking. Quarterly Journal of Experimental Psychology 55A:965–85.
De Houwer J., Thomas S., & Baeyens F. (2001) Associative learning of likes and dislikes: A review of 25 years of research on human evaluative conditioning. Psychological Bulletin 127:853–69.
De Houwer J., Vandorpe S., & Beckers T. (2005) On the role of controlled cognitive processes in human associative learning. In: New directions in human associative learning, ed. Wills A. J., pp. 4163. Erlbaum.
De Houwer J., Vandorpe S., & Beckers T. (2007) Statistical contingency has a different impact on preparation judgements than on causal judgements. Quarterly Journal of Experimental Psychology 60:418–32.
Dickinson A. (1980) Contemporary animal learning theory. Cambridge University Press.
Dickinson A. (1989) Expectancy theory in animal conditioning. In: Contemporary learning theories: Pavlovian conditioning and the status of traditional learning theory, ed. Klein S. B. & Mowrer R. R., pp. 279308. Erlbaum.
Dickinson A. (2001) Causal learning: An associative analysis. The Quarterly Journal of Experimental Psychology 54B:325.
Dickinson A. & Brown K. J. (2007) Flavor evaluative conditioning is unaffected by contingency knowledge during training with color–flavor compounds. Learning and Behavior 35:3642.
Dickinson A., Shanks D. & Evenden J. (1984) Judgment of act-outcome contingency: The role of selective attribution. The Quarterly Journal of Experimental Psychology 36A:2950.
Dunn J. C. & Kirsner K. (1988) Discovering functionally independent mental processes: The principle of reversed association. Psychological Review 95:91101.
Durlach P. D. & Rescorla R. A. (1980) Potentiation rather than overshadowing in flavor aversion learning: An analysis in terms of within-compound associations. Journal of Experimental Psychology: Animal Behavior Processes 6:175–87.
Epstein S. & Roupenian A. (1970) Heart rate and skin conductance during experimentally induced anxiety: The effect of uncertainty about receiving noxious stimuli. Journal of Personality and Social Psychology 16:2028.
Evans J. St. B. T. (2003) In two minds: Dual process accounts of reasoning. Trends in Cognitive Sciences 7:454–59.
Evans J. St. B. T. (2008) Dual-processing accounts of reasoning, judgment, and social cognition. Annual Review of Psychology 59(1):255–78.
Evans J. St. B. T. & Over D. E. (1996) Rationality and reasoning. Psychology Press.
Fodor J. A. (2003) Hume variations. Oxford University Press/Clarendon Press.
Fulcher E. P. & Hammerl M. (2001) When all is revealed: A dissociation between evaluative learning and contingency awareness. Consciousness and Cognition 10:524–49.
Garcia J., Brett L. P. & Rusiniak K. W. (1989) Limits of Darwinian conditioning. In: Contemporary learning theories: Instrumental conditioning and the impact of biological constraints on learning, ed. Klein S. B. & Mowrer R. R., pp. 181203. Erlbaum.
Gardner H. (1985) The mind's new science: A history of the cognitive revolution. Basic Books.
Gigerenzer G. & Hoffrage U. (1995) How to improve Bayesian reasoning without instruction: Frequency formats. Psychological Review 102:684704.
Henson R. (2006) Forward inference using functional neuroimaging: Dissociations versus associations. Trends in Cognitive Sciences 10:6469.
Hintzman D. L. (1986) Schema abstraction in a multiple-trace memory model. Psychological Review 93:411–28.
Holland P. C. (1990) Event representation in Pavlovian conditioning: Image and action. Cognition 37:105–31.
Jog M. S., Kubota Y., Connolly C. I., Hillegaart V. & Graybiel A. M. (1999) Building neural representations of habits. Science 286:1745–49.
Johnson-Laird P. N. (1983) Mental models. Cambridge University Press.
Kahneman D. & Frederick S. (2002) Representativeness revisited: Attribute substitution in intuitive judgment. In: Heuristics and biases, ed. Gilovich T. D., Griffin D. W. & Kahneman D., pp. 4981. Cambridge University Press.
Kamin L. J. (1969) Predictability, surprise attention and conditioning. In: Punishment and aversive behaviour, ed. Campbell B. A. & Church R. M., pp. 279–96. Appleton-Century-Crofts.
Karazinov D. M. & Boakes R. A. (2007) Second order conditioning in human predictive judgments when there is little time to think. Quarterly Journal of Experimental Psychology 60:448–60.
Katkin E. S., Wiens S. & Öhman A. (2001) Nonconscious fear conditioning, visceral perception, and the development of gut feelings. Psychological Science 12:366–70.
Kruschke J. K. (2006) Locally Bayesian learning with applications to retrospective revaluation and highlighting. Psychological Review 113:677–99.
Lagnado D. A. & Shanks D. R. (2002) Probability judgment in hierarchical learning: A conflict between predictiveness and coherence. Cognition 83:81112.
Lagnado D. A., Waldmann M. R., Hagmayer Y. & Sloman S. A. (2007) Beyond covariation: Cues to causal structure. In: Causal learning: Psychology, philosophy, and computation, ed. Gopnik A. & Schulz L., pp. 154–72. Oxford University Press.
Larkin M. J., Aitken M. R. & Dickinson A. (1998) Retrospective revaluation of causal judgments under positive and negative contingencies. Journal of Experimental Psychology: Learning, Memory, and Cognition 24:1331–52.
Le Doux J. E.. (2000) Emotion circuits in the brain. Annual Review of Neuroscience 23:155–84.
Le Pelley M. E., Oakeshott S. M. & McLaren I. P. L. (2005a) Blocking and unblocking in human causal learning. Journal of Experimental Psychology: Animal Behavior Processes 31:5670.
López F. J., Cobos P. L. & Caño A. (2005) Associative and causal reasoning accounts of causal induction: Symmetries and asymmetries in predictive and diagnostic inferences. Memory and Cognition 33:1388–98.
López F. J., Cobos P. L., Caño A. & Shanks D. R. (1998a) The rational analysis of human causal and probability judgment. In: Rational models of cognition, ed. Oaksford M. & Chater N., pp. 314–52. Oxford University Press.
Lovibond P. F. (1993) Conditioning and cognitive-behavior therapy. Behavior Change 10:119–30.
Lovibond P. F. (2003) Causal beliefs and conditioned responses: Retrospective revaluation induced by experience and by instruction. Journal of Experimental Psychology: Learning, Memory, and Cognition 29:97106.
Lovibond P. F., Been S. L., Mitchell C. J., Bouton M. E. & Frohardt R. (2003) Forward and backward blocking of causal judgment is enhanced by additivity of effect magnitude. Memory and Cognition 31:133–42.
Lovibond P. F. & Shanks D. R. (2002) The role of awareness in Pavlovian conditioning: Empirical evidence and theoretical implications. Journal of Experimental Psychology: Animal Behavior Processes 28:326.
MacCorquodale K. & Meehl P. E. (1954) Edward C. Tolman. In: Modern learning theory, ed. Estes W. K., Koch S., MacCorquodale K., Meehl P. E., Mueller C. G. Jr.Schoenfeld W. N. & Verplanck W. S., pp. 177266. Appleton-Century-Crofts.
Mackintosh N. J. (1974) The psychology of animal learning. Academic Press.
Mackintosh N. J. (1975) A theory of attention: Variations in the associability of stimuli with reinforcement. Psychological Review 82(4):276–98.
Marr D. (1982) Vision: A computational investigation into the human representation and processing of visual information. Freeman.
McLaren I. P. L., Green R. E. A. & Mackintosh N. J. (1994) Animal learning and the implicit/explicit distinction. In: Implicit and explicit learning of languages, ed. Ellis N. C., pp. 313–32. Academic Press.
Menzies R. G. & Clarke J. C. (1995) The etiology of phobias: A nonassociative account. Clinical Psychology Review 15:2348.
Mitchell C. J. & Lovibond P. F. (2002) Backward and forward blocking in human electrodermal conditioning: Blocking requires an assumption of outcome additivity. The Quarterly Journal of Experimental Psychology 55B:311–29.
Mitchell C. J., Lovibond P. F. & Condoleon M. (2005) Evidence for deductive reasoning in blocking of causal judgments. Learning and Motivation 36:7787.
Moors A. (2007) Can cognitive methods be used to study the unique aspect of emotion: An appraisal theorist's answer. Cognition and Emotion 21:1238–69.
Moors A. & De Houwer J., (2006) Automaticity: A theoretical and conceptual analysis. Psychological Bulletin 132:297326.
Öhman A. & Mineka S. (2001) Fears, phobias and preparedness: Toward an evolved module of fear and fear learning. Psychological Review 108:483522.
Öhman A. & Soares J. J. F. (1993) On the automatic nature of phobic fear: Conditioned electrodermal responses to masked fear-relevant stimuli. Journal of Abnormal Psychology 102:121–32.
Öhman A. & Soares J. J. F. (1994) “Unconscious anxiety”: Phobic responses to masked stimuli. Journal of Abnormal Psychology 103:231–40.
Öhman A. & Soares J. J. F. (1998) Emotional conditioning to masked stimuli: Expectancies for aversive outcomes following non-recognized fear-relevant stimuli. Journal of Experimental Psychology: General 127:6982.
Parton D. A. & DeNike L. D. (1966) Performance hypotheses of children and response to social reinforcement. Journal of Personality and Social Psychology 4:444–47.
Pavlov I. (1927) Conditioned reflexes. Oxford University Press.
Pearce J. M. (1987) A model for stimulus generalization in Pavlovian conditioning. Psychological Review 94:6173.
Pearce J. M. & Bouton M. E. (2001) Theories of associative learning in animals. Annual Review of Psychology 52:111–39.
Pearce J. M. & Hall G. (1980) A model for Pavlovian learning: Variations in the effectiveness of conditioned but not of unconditioned stimuli. Psychological Review 87:532–52.
Perruchet P. (1985) A pitfall for the expectancy theory of human eyelid conditioning. Pavlovian Journal of Biological Sciences 20:163–70.
Perruchet P., Cleeremans A. & Destrebecqz A. (2006) Dissociating the effects of automatic activation and explicit expectancy on reaction times in a simple associative learning task. Journal of Experimental Psychology: Learning, Memory, and Cognition 32:955–65.
Pineño O., Denniston J. C., Beckers T., Matute H. & Miller R. R. (2005) Contrasting predictive and causal values of predictors and of causes. Learning and Behavior 33:184–96.
Pleyers G., Corneille O., Luminet O. & Yzerbyt V. (2007) Aware and (dis)liking: Item-based analyses reveal that valence acquisition via evaluative conditioning emerges only when there is contingency awareness. Journal of Experimental Psychology: Learning, Memory, and Cognition 33:130–44.
Price P. C. & Yates J. F. (1993) Judgmental overshadowing: Further evidence of cue interaction in contingency judgment. Memory and Cognition 21:561–72.
Rescorla R. A. & Wagner A. R. (1972) A theory of Pavlovian conditioning: Variations in the effectiveness of reinforcement and non-reinforcement. In: Classical conditioning: Current theory and research, vol. 2, ed. Black A. H. & Prokasy W. F., pp. 6499. Appleton-Century-Crofts.
Schacter D. L. (1987) Implicit memory: History and current status. Journal of Experimental Psychology: Learning, Memory, and Cognition 13:501–18.
Schmajuk N. A. & Larrauri J. A. (2008) Associative models can describe both causal learning and conditioning. Behavioral Processes 77:443–45.
Seligman M. & Johnston J. (1973) A cognitive theory of avoidance learning. In: Contemporary approaches to conditioning and learning, ed. McGuigan F. J. & Lumsden D. B., pp. 69110. Winston.
Shanks D. R. (2007) Associationism and cognition: Human contingency learning at 25. Quarterly Journal of Experimental Psychology 60:291309.
Shanks D. R. & Darby R. J. (1998) Feature- and rule-based generalization in human associative learning. Journal of Experimental Psychology: Animal Behavior Processes 24:405–15.
Shanks D. R. & Dickinson A. (1990) Contingency awareness in evaluative conditioning: A comment on Baeyens, Eelen, and Van den Bergh. Cognition and Emotion 4:1930.
Shanks D. R. & St. John M. F.. (1994) Characteristics of dissociable human learning systems. Behavioral and Brain Sciences 17:367–447; discussion pp. 447–94.
Sloman S. A. (1996) The empirical case for two systems of reasoning. Psychological Bulletin 119:322.
Stanovich K. E. (1999) Who is rational? Studies of individual differences in reasoning. Erlbaum.
Stevenson R. J., Boakes R. A. & Prescott J. (1998) Changes in odor sweetness resulting from implicit learning of a simultaneous odor-sweetness association: An example of learned synesthesia. Learning and Motivation 29:113–32.
Strack F. & Deutsch R. (2004) Reflective and impulsive determinants of social behavior. Personality and Social Psychology Review 8:220–47.
Thompson R. F. (2005) In search of memory traces. Annual Review of Psychology 56:123.
Vadillo M. A. & Matute H. (2007) Predictions and causal estimations are not supported by the same associative structure. Quarterly Journal of Experimental Psychology 60:433–47.
Vandorpe S., De Houwer J., & Beckers T. (2007a) Outcome maximality and additivity training also influence cue competition in causal learning when learning involves many cues and events. Quarterly Journal of Experimental Psychology 60:356–68.
Wagner A. R. (1981) SOP: A model of automatic memory processing in animal behavior. In: Information processing in animals: Memory mechanisms, ed. Spear N. E. & Miller R. R., pp. 547. Erlbaum.
Wagner A. R. & Brandon S. E. (1989) Evolution of a structured connectionist model of Pavlovian conditioning (AESOP). In: Contemporary learning theories: Pavlovian conditioning and the status of traditional learning theory, ed. Klein S. B. & Mowrer R. R., pp. 149–89. Erlbaum.
Waldmann M. R. (2000) Competition among causes but not effects in predictive and diagnostic learning. Journal of Experimental Psychology: Learning, Memory, and Cognition 26:5376.
Waldmann M. R. & Walker J. M. (2005) Competence and performance in causal learning. Learning and Behavior 33:211–29.
Walther E. & Nagengast B. (2006) Evaluative conditioning and the awareness issue: Assessing contingency awareness with the four-picture recognition test. Journal of Experimental Psychology: Animal Behavior Processes 32:454–59.
Wardle S. G., Mitchell C. J. & Lovibond P. F. (2007) Flavor evaluative conditioning and contingency awareness. Learning and Behavior 35:233–41.
Weidemann G., Tangen J., Lovibond P. F. & Mitchell C. J. (in press) Is Perruchet's dissociation between eyeblink conditioned responding and outcome expectancy evidence for two learning systems? Journal of Experimental Psychology: Animal Behavior Processes.
Wilson T. D., Lindsey S. & Schooler T. Y. (2000) A model of dual attitudes. Psychological Review 107:101–26.
Zinbarg R. E. (1990) Animal research and behavior therapy part I: Behavior therapy is not what you think it is. The Behavior Therapist 13:171–75.
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