Titlebook: Joint Models of Neural and Behavioral Data; Brandon M. Turner,Birte U. Forstmann,Mark Steyvers Book 2019 Springer Nature Switzerland AG 20

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Computational Approaches to Cognition and Perceptionhttp://image.papertrans.cn/j/image/501156.jpg

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Springer Nature Switzerland AG 2019

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Joint Models of Neural and Behavioral Data978-3-030-03688-1Series ISSN 2510-1889 Series E-ISSN 2510-1897

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A Tutorial on Joint Modeling,parameters. In the second section, we describe how to perform inference on data by estimating the model parameters. To facilitate the inference procedure, we provide code to run within the Just Another Gibbs Sampler (JAGS) [.] software. In the final section, we consider alternative parameterizations, covariates, and other models.

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Book 2019s 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. Joini

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Conference proceedings‘‘‘‘‘‘‘‘ 2017.Thus computer scientists will need to reconsider the foundations of their disciplineto realize the full potential of our field. Taking often contradictory developments into consideration, researchers will not be able to tackle specific technological or methodological problems in the future without