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  Comparing reaction time sequences from human participants and computational models

Ten Bosch, L., Ernestus, M., & Boves, L. (2014). Comparing reaction time sequences from human participants and computational models. In Proceedings of Interspeech 2014: 15th Annual Conference of the International Speech Communication Association (pp. 462-466).

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IS14_Louis_Mirjam_Lou_0765.pdf (Verlagsversion), 337KB
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 Urheber:
Ten Bosch, Louis1, Autor           
Ernestus, Mirjam1, 2, Autor           
Boves, L.1, Autor
Affiliations:
1Centre for Language Studies, Radboud University, ou_55238              
2Research Associates, MPI for Psycholinguistics, Max Planck Society, Wundtlaan 1, 6525 XD Nijmegen, NL, ou_2344700              

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 Zusammenfassung: This paper addresses the question how to compare reaction times computed by a computational model of speech comprehension with observed reaction times by participants. The question is based on the observation that reaction time sequences substantially differ per participant, which raises the issue of how exactly the model is to be assessed. Part of the variation in reaction time sequences is caused by the so-called local speed: the current reaction time correlates to some extent with a number of previous reaction times, due to slowly varying variations in attention, fatigue etc. This paper proposes a method, based on time series analysis, to filter the observed reaction times in order to separate the local speed effects. Results show that after such filtering the between-participant correlations increase as well as the average correlation between participant and model increases. The presented technique provides insights into relevant aspects that are to be taken into account when comparing reaction time sequences

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Sprache(n): eng - English
 Datum: 2014
 Publikationsstatus: Erschienen
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Veranstaltung

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Titel: Interspeech 2014: 15th Annual Conference of the International Speech Communication Association
Veranstaltungsort: Singapore
Start-/Enddatum: 2014-09-14 - 2014-09-18

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Titel: Proceedings of Interspeech 2014: 15th Annual Conference of the International Speech Communication Association
Genre der Quelle: Konferenzband
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Ort, Verlag, Ausgabe: -
Seiten: - Band / Heft: - Artikelnummer: - Start- / Endseite: 462 - 466 Identifikator: -