2001
DOI: 10.1037/0278-7393.27.4.1003
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Overconfidence effects in category learning: A comparison of connectionist and exemplar memory models.

Abstract: Exemplar and connectionist models were compared on their ability to predict overconfidence effects in category learning data. In the standard task, participants learned to classify hypothetical patients with particular symptom patterns into disease categories and reported confidence judgments in the form of probabilities. The connectionist model asserts that classifications and confidence are based on the strength of learned associations between symptoms and diseases. The exemplar retrieval model (ERM) propose… Show more

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Cited by 40 publications
(54 citation statements)
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References 69 publications
(96 reference statements)
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“…Also, numerous distinct attempts to reduce overconfidence have been made in various task settings, and with varying degrees of theoretical motivation (e.g. Arkes, Christensen, Lai, & Blumer, 1987;Griffin & Buehler, 1999;Koriat, Lichtenstein, & Fischhoff, 1980;Sieck & Yates, 2001). However, several of the proposed manipulations have met with only mixed success.…”
Section: Introductionmentioning
confidence: 99%
“…Also, numerous distinct attempts to reduce overconfidence have been made in various task settings, and with varying degrees of theoretical motivation (e.g. Arkes, Christensen, Lai, & Blumer, 1987;Griffin & Buehler, 1999;Koriat, Lichtenstein, & Fischhoff, 1980;Sieck & Yates, 2001). However, several of the proposed manipulations have met with only mixed success.…”
Section: Introductionmentioning
confidence: 99%
“…An example of work at the computational level would be investigations that attempt to document the existence of unconscious cognitive biases that emerge during the financial decision making process, such as the overconfidence effect (Sieck & Yates, 2001) and delay discounting (Shamosh et al, 2008). Research at the third (and most basic) level of analysis examines the biological basis of financial and economic decisions.…”
mentioning
confidence: 99%
“…Another approach could involve an extension of the present task to category learning (Sieck & Yates, 2001) or multiple-cue probability learning (MCPL) tasks (White & Koehler, 2004), involving probabilistic as opposed to discrete informational cues. Indeed, White and Koehler (2004) developed and tested alternative models for dealing with missing information in a MCPL medical diagnosis task.…”
Section: Discussionmentioning
confidence: 99%