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43rd Annual Meeting of the Cognitive Science Society 2021 (8)
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Hits 1 – 8 of 8
1
Word Probability Re-Estimation Using Topic Modeling and Lexical Decision Data ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
Keuleers, Emmanuel
. - : Underline Science Inc., 2021
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2
Word Probability Re-Estimation Using Topic Modeling and Lexical Decision Data ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
Keuleers, Emmanuel
. - : Underline Science Inc., 2021
Abstract:
Two assumptions of psycholinguistic research are that text corpora can be used as a proxy of the language that people have been exposed to and that the reaction time with which people recognize words decreases with the probability (or frequency) of the words in a corpus. We propose a method that produces topic-specific word probabilities from a text corpus using latent Dirichlet allocation, then combines them to fit lexical decision reaction times and re-estimates word probabilities. We evaluated how well independent lexical decision reaction times could be predicted from re-estimated word probabilities compared to original probabilities, using independent lexical decision data. In an experiment designed to prove the concept, the re-estimated word frequency model explained up to 9.6% of additional variability in reaction times on group level and up to 2.9% on level of individual participants. ...
Keyword:
Applied Linguistics
;
Cognitive Linguistics
;
Cognitive Science
;
Computational Intelligence
;
Computational Linguistics
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Psycholinguistics
URL:
https://underline.io/lecture/26766-word-probability-re-estimation-using-topic-modeling-and-lexical-decision-data
https://dx.doi.org/10.48448/y2b2-gt62
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3
Modelling Human Communication as a Rejection Game ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
Capari, Artemis
;
Sbardolini, Giorgio
. - : Underline Science Inc., 2021
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4
Sensorimotor similarity: A fully grounded and efficient measure of semantic similarity ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
Connell, Louise
;
Wingfield, Cai
. - : Underline Science Inc., 2021
BASE
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5
Ritualized commitment displays in humans and non-human primates ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
Kundt, Radek
;
Lang, Martin
. - : Underline Science Inc., 2021
BASE
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6
Modelling Human Communication as a Rejection Game ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
Capari, Artemis
;
Sbardolini, Giorgio
. - : Underline Science Inc., 2021
BASE
Show details
7
Sensorimotor similarity: A fully grounded and efficient measure of semantic similarity ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
Connell, Louise
;
Wingfield, Cai
. - : Underline Science Inc., 2021
BASE
Show details
8
Ritualized commitment displays in humans and non-human primates ...
43rd Annual Meeting of the Cognitive Science Society 2021
;
Kundt, Radek
;
Lang, Martin
. - : Underline Science Inc., 2021
BASE
Show details
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