Many different, seemingly mutually exclusive, theories of categorization have been proposed in recent years. The most notable theories have been those based on prototypes, exemplars, and causal models. This chapter provides “representation theorems” for each of these theories in the framework of probabilistic graphical models. More specifically, it shows for each of these psychological theories that the categorization judgments predicted and explained by the theory can be wholly captured using probabilistic graphical models. In other words, probabilistic graphical models provide a (...) lingua franca for these disparate categorization theories, and so we can quite directly compare the different types of theories. These formal results are used to explain a variety of surprising empirical results, and to propose several novel theories of categorization. (shrink)

In this commentary, I focus on Machery's criticism of Neo-Empiricism. I argue that Neo-Empiricism can survive Machery's critique, and I show that there is an empiricist strategy for forestalling eliminativism.

As the title “Doing without Concepts” suggests Edouard Machery argues that psychologists should stop using the notion of concept because: (1) the only interesting generalizations about concepts can be drawn at the level of types of concepts (prototypes, exemplars and theories) and not the level of concept in general; and (2) competences such as categorization or induction can rely on these different types of concepts (there is not a one to one correspondence between type of concept and competence). I try (...) to make the point that these two elements are not wholly compatible. If several types of concepts are used to perform a given competence (point (2)), then they have to be well regulated (e.g. which type is activated when, which type wins in case of conflict). These regulatory mechanisms can then be the basis for interesting generalizations (against point (1)). On the other hand, it is possible that point (1) applies to competences as well: that there are no interesting generalizations to be drawn about categorization in general. In which case different types of categorization are likely to be underlain by different types of concepts (against point (2)). Even though the arguments laid out in the book are forceful and well supported by empirical evidence, a more positive thesis might have been both more successful rhetorically and more interesting scientifically. (shrink)

Machery (2009) has proposed that the notion of ‘concept’ ought to be eliminated from the theoretical vocabulary of psychology. I raise three questions about his argument: (1) Is there a meaningful distinction between concepts and background knowledge? (2) Do we need to discard the hybrid view? (3) Are there really categories of things in the world that are the basis for concepts? Although I argue that the answer to all three is ‘no’, I agree with Machery's conclusion that seeking a (...) single characterization of concepts will not be fruitful for understanding cognitive representations and processes. (shrink)

This article critically examines the contemporary resurgence of empiricism (or “neo-empiricism”) in philosophy, psychology, neuropsychology, and artificial intelligence. This resurgence is an important and positive development. It is the first time that this centuries-old empiricist approach to cognition is precisely formulated in the context of cognitive science and neuroscience. Moreover, neo-empiricists have made several findings that challenge amodal theories of concepts and higher cognition. It is argued, however, that the theoretical foundations of and the empirical evidence for neo-empiricism are not (...) as strong as is usually claimed by its proponents. The empirical evidence for and against neo-empiricism is discussed in detail. (shrink)

In this response to Malt's and Prinz's commentaries, I argue that neo-empiricist hypotheses fail to threaten the argument for the elimination of ‘concept’ because they are unlikely to be true of all concepts, if they are true at all. I also defend the hypothesis that we possess bodies of knowledge retrieved by default from long-term memory, and I argue that prototypes, exemplars, and theories form genuinely distinct concepts.

In The Architecture of the Mind, Carruthers proposes a new and detailed explanation for how human cognition could be both flexible and massively modular. The combinatorial nature of our linguistic faculty and our capacity to engage in inner speech are the cornerstones of this new explanation. Despite the ingenuity of this proposal, I argue that Carruthers has failed to explain how a massively modular mind could display the flexibility that is characteristic of human thought.

In cognitive psychology, concepts are those data structures that are stored in long-term memory and are used by default in human beings.

Traditional analyses of the curve fitting problem maintain that the data do not indicate what form the fitted curve should take. Rather, this issue is said to be settled by prior probabilities, by simplicity, or by a background theory. In this paper, we describe a result due to Akaike [1973], which shows how the data can underwrite an inference concerning the curve's form based on an estimate of how predictively accurate it will be. We argue that this approach throws light (...) on the theoretical virtues of parsimoniousness, unification, and non ad hocness, on the dispute about Bayesianism, and on empiricism and scientific realism. * Both of us gratefully acknowledge support from the Graduate School at the University of Wisconsin-Madison, and NSF grant DIR-8822278 (M.F.) and NSF grant SBE-9212294 (E.S.). Special thanks go to A. W. F. Edwards.William Harper. Martin Leckey. Brian Skyrms, and especially Peter Turney for helpful comments on an earlier draft. (shrink)

Recent evidence from cognitive neuroscience suggests that certain cognitive processes employ perceptual representations. Inspired by this evidence, a few researchers have proposed that cognition is inherently perceptual. They have developed an innovative theoretical approach that rests on the notion of perceptual simulation and marshaled several general arguments supporting the centrality of perceptual representations to concepts. In this article, I identify a number of weaknesses in these arguments and defend a multiple semantic code approach that posits both perceptual and non-perceptual representations.

Psychologists of concepts’ traditional assumption that there are many properties common to all concepts has been subject to devastating critiques in psychology and in the philosophy of psychology. However, it is currently unclear what approach to concepts is best suited to replace this traditional assumption. In this article, we compare two competing approaches, the Heterogeneity Hypothesis and the hybrid theories of concepts, and we present an empirical argument that tentatively supports the former over the latter.