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Autor(en): 
  • Mark Steyvers
  • Birte U. Forstmann
  • Brandon M. Turner
  • Joint Models of Neural and Behavioral Data 
     

    (Buch)
    Dieser Artikel gilt, aufgrund seiner Grösse, beim Versand als 3 Artikel!


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   Auf Bestellung (Lieferzeit unbekannt)
    Veröffentlichung:  Januar 2019  
    Genre:  Psychologie / Pädagogik 
     
    B / Behavioral Science and Psychology / Biopsychologie, Physiologische Psychologie, Neuropsychologie / cognitive psychology / Experimental Psychology / Experimentelle Psychologie / neuropsychology / Physiological & neuro-psychology, biopsychology
    ISBN:  9783030036874 
    EAN-Code: 
    9783030036874 
    Verlag:  Springer EN 
    Einband:  Gebunden  
    Sprache:  English  
    Serie:  Computational Approaches to Cognition and Perception  
    Dimensionen:  H 235 mm / B 155 mm / D  
    Gewicht:  387 gr 
    Seiten:  109 
    Illustration:  XIII, 109 p. 29 illus., 25 illus. in color., schwarz-weiss Illustrationen, farbige Illustrationen 
    Zus. Info:  EUDR exemption - product or manufacturing materials placed on the market prior to 31.12.2025. 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    This book presents a flexible Bayesian framework for combining neural and cognitive models. Traditionally, studies in cognition and cognitive sciences have been done by either observing behavior (e.g., response times, percentage correct, etc.) or by observing neural activity (e.g., the BOLD response). These two types of observations have traditionally supported two separate lines of study, which are led by two different cognitive modelers. Joining neuroimaging and computational modeling in a single hierarchical framework allows the neural data to influence the parameters of the cognitive model and allows behavioral data to constrain the neural model. This Bayesian approach can be used to reveal interactions between behavioral and neural parameters, and ultimately, between neural activity and cognitive mechanisms. Chapters demonstrate the utility of this Bayesian model with a variety of applications, and feature a tutorial chapter where the methods can be applied to an example problem. The book also discusses other joint modeling approaches and future directions. Joint Models of Neural and Behavioral Data will be of interest to advanced graduate students and postdoctoral candidates in an academic setting as well as researchers in the fields of cognitive psychology and neuroscience.

      



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