Joint Models of Neural and Behavioral Data. (2019)

• Record Type: Book
• Further Information: Note: Brandon M. Turner, Birte U. Forstmann and Mark Steyvers.
• Other Names: Turner, Brandon M, 1985-; Forstmann, Birte U; Steyvers, Mark
• Contents: Intro; Foreword; Acknowledgments; Contents; About the Authors; 1 Motivation; 1.1 Neural Data Can Inform Cognitive Theory; 1.2 Statistical Reciprocity Through Joint Models; 1.2.1 Integrative Approach; 1.2.2 Directed Approach; 1.2.3 Covariance Approach; 1.3 Organization; 2 A Tutorial on Joint Modeling; 2.1 The Generative Model; 2.1.1 Neural Submodel; 2.1.2 Behavioral Submodel; 2.1.3 Linking the Submodels; 2.1.4 Simulating Data; 2.2 Inferring the Model; 2.2.1 Equations for the Neural Submodel; 2.2.2 Equations for the Behavioral Submodel; 2.2.3 Equations for the Linking Structure 3.3.3 Assessing Predictive Accuracy3.3.4 Calculating Likelihoods for Missing Data; 3.4 Conclusions; 4 Applications; 4.1 Structural Relationships to Decision Making; 4.1.1 Greater Constraint on Model Evaluation; 4.2 Single-Trial Linking to Decision Processes; 4.2.1 Generative Analysis; 4.2.2 Predictive Analysis; 4.3 Multi-modal Integration: Combining Behavior, EEG, and fMRI; 4.4 Incorporating Single Cell Neural Data into Joint Models; 5 Future Directions; 5.1 Revisiting the Linking Assumption: Structural Equation Models; 5.1.1 Complexity; 5.1.2 Real-World Application 5.2 Linking Structure to Function5.2.1 Mapping Structure and Function on Different Levels; 6 Other Approaches; 6.1 Neural Data Constrain Behavioral Model; 6.1.1 Theoretical Approach; 6.1.2 Two-Stage Behavioral Approach; 6.1.3 Direct Input Approach; 6.2 Behavioral Model Predicts Neural Data; 6.2.1 Latent Input Approach; 6.2.2 Two-Stage Neural Approach; 6.3 Conclusions; 7 Conclusions; References; Index
• Publisher Details: Cham, Switzerland : Springer Nature Springer
• Publication Date: 2019
• Extent: 1 online resource
• Subjects: 153; Cognitive science; Cognition; PSYCHOLOGY / Cognitive Psychology; SCIENCE / Cognitive Science; Electronic books
• Languages: English
• ISBNs: 9783030036881
• Related ISBNs: 303003688X; 9783030036874; 3030036871
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF file page (EBSCO, viewed January 11, 2019).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.