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Author |
Su, Y.; Myung, I.J.; GrÃRnwald, P.D.; Pitt, M.A. |
Title |
Minimum Description Length and Cognitive Modeling |
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Book Chapter |
Year |
2005 |
Publication |
Advances in minimum description length theory and applications. |
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Pages |
411-433 |
Keywords |
minimum description length; retention models; cognitive modeling; Fisher information; Mdl; cognitive science; mathematical models; Mathematical Modeling |
Abstract |
The question of how one should decide between competing explanations of data is at the heart of the scientific enterprise. In the field of cognitive science, mathematical models are increasingly being advanced as explanations of cognitive behavior. In the application of the minimum description length (MDL) principle to the selection of these models, one of the major obstacles is to calculate Fisher information. In this study we provide a general formula to calculate Fisher information for models of cognition that assume multinomial or normal distributions. We also illustrate the usage of the formula for models of categorization, information integration, retention, and psychophysics. Further, we compute and compare the complexity penalty terms of two recent versions of MDL (Rissanen 1996, 2001) for a multinomial model. Finally, the adequacy of MDL is demonstrated in the selection of retention models. (PsycINFO Database Record (c) 2007 APA, all rights reserved) (from the chapter) |
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MIT Press |
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Su, Yong, Department of Electrical Engineering, Ohio State University, 2015 Neil Avenue Mall, Columb |
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0-262-07262-9Accession Number: 2005-05733-016. First Author & Affiliation: Su, Yong; Department of Electrical Engineering, Ohio State University, Columbus, OH, US. Translated Book Series Title: Neural information processing series. Release Date: 20060814. Publication Type: Book (0200) Edited Book (0280). Media Covered: Print. Document Type: Chapter. ISBN: 0-262-07262-9, hardcover. Language: English. Conference Information: Neural Information Processing Systems (NIPS) conference. Conference Note: This book is based on a workshop organized at the aforementioned conference. Major Descriptor: Cognitive Science; Mathematical Modeling. Classification: Statistics & Mathematics (2240) . Intended Audience: Psychology: Professional & Research (PS). Grant Information: This research was supported by National Institutes of Health grant R01 MH57472. Supplemental Data: Web Sites [Internet Available]; . References Available: Y. |
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refbase @ user @ Su2005 |
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4621 |
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Author |
Stahl, C.; Klauer, K.C. |
Title |
The effect of incongruency and cognitive load on short-term verbatim and gist memory in the Conjoint Recognition paradigm |
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Year |
0 |
Publication |
New Research on Short-Term Memory |
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Nova |
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Columbus, F. |
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refbase @ user @ Stahlinpressb |
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4672 |
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Author |
Spears, R.; Haslam, S.A. |
Title |
Stereotyping and the burden of cognitive load |
Type  |
Book Chapter |
Year |
1997 |
Publication |
The social psychology of stereotyping and group life |
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Pages |
171-207 |
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Blackwell |
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Spears, R.; Oakes, P.J.; Ellemers, N.; Haslam, S.A. |
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refbase @ user @ Spears1997 |
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4687 |
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Author |
Simon, J.R.; Proctor, R.W.; Reeve, T.G. |
Title |
The effects of an irrelevant directional cue on human information processing |
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Book Chapter |
Year |
1990 |
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Stimulus-response compatibility: An integrated perspective. |
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31 |
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relation of irrelevant stimulus location to relevant response location, effect on reaction time; Responses; Spatial Organization; Stimulation; Reaction Time; Stimulus Presentation Methods |
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describes his discovery of what has come to be referred to as the “Simon effect,” which is that reaction times to symbolic stimuli are affected by the relation of an irrelevant stimulus location to the relevant response location / also reviews the progression of Simon's research, stressing the logic behind his experiments and the crucial findingsthis chapter deals with [a] . . . type of compatibility, which might be classified as a variety of spatial comaptibility / we will describe a series of related experiments that demonstrated that the location of a stimulus provides an irrelevant directional cue that affects the time required to process the meaning of the stimulus / in other words, there seems to be a strong stereotypic tendency to respond initially to the directional component of a stimulus rather than to its symbolic content (PsycINFO Database Record (c) 2004 APA, all rights reserved) (from the book) (from the chapter) |
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North-Holland |
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0-444-88092-5, hardcoverAccession Number: 1990-98321-002. First Author & Affiliation: Simon, J. Richard; U Iowa, Dept of Industrial & Management Engineering, Iowa City, IA, US. Translated Book Series Title: Advances in psychology; Vol. 65.. Release Date: 19900101. Publication Type: Chapter (160). Media Covered: Print. Language: English. Major Descriptor(s): Responses; Spatial Organization; Stimulation. Minor Descriptor(s): Reaction Time; Stimulus Presentation Methods. Classification: Learning & Memory (2343). Population: Human (10). Intended Audience: Psychology: Professional & Research (PS) |
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refbase @ user @ Simon1990a |
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4727 |
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Author |
Shiffrin, R.M.; Steyvers, M. |
Title |
The effectiveness of retrieval from memory |
Type  |
Book Chapter |
Year |
1998 |
Publication |
Rational Models of Cognition |
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76-95 |
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Oxford University Press |
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Oaksford, M.; Chater, N. |
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refbase @ user @ Shiffrin1998 |
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4745 |
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