Computational models of brain and behavior
Language: English Publication details: Wiley 2018 New JerseyDescription: xxix, 554pISBN:- 9781119159063
- 612.8233 C739
Item type | Current library | Collection | Call number | Status | Date due | Barcode | Item holds | |
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PK Kelkar Library, IIT Kanpur | General Stacks | 612.8233 C739 (Browse shelf(Opens below)) | Available | A184826 |
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612.8233 B225c4 Cognitive neuroscience [4th ed.] | 612.8233 C633i The idea of the brain the past and future of neuroscience | 612.8233 C659n2 Cognitive neuroscience of attention [2nd ed.] | 612.8233 C739 Computational models of brain and behavior | 612.8233 C777e Evolutionary neuropsychology | 612.8233 G121f2 Fundamentals of cognitive neuroscience [2nd ed.] a beginner's guide | 612.8233 L645m Models of the mind how physics, engineering and mathematics have shaped our understanding of the brain |
A comprehensive Introduction to the world of brain and behavior computational models This book provides a broad collection of articles covering different aspects of computational modeling efforts in psychology and neuroscience. Specifically, it discusses models that span different brain regions (hippocampus, amygdala, basal ganglia, visual cortex), different species (humans, rats, fruit flies), and different modeling methods (neural network, Bayesian, reinforcement learning, data fitting, and Hodgkin-Huxley models, among others). Computational Models of Brain and Behavior is divided into four sections: (a) Models of brain disorders; (b) Neural models of behavioral processes; (c) Models of neural processes, brain regions and neurotransmitters, and (d) Neural modeling approaches. It provides in-depth coverage of models of psychiatric disorders, including depression, posttraumatic stress disorder (PTSD), schizophrenia, and dyslexia; models of neurological disorders, including Alzheimer's disease, Parkinson's disease, and epilepsy; early sensory and perceptual processes; models of olfaction; higher/systems level models and low-level models; Pavlovian and instrumental conditioning; linking information theory to neurobiology; and more. Covers computational approximations to intellectual disability in down syndrome Discusses computational models of pharmacological and immunological treatment in Alzheimer's disease Examines neural circuit models of serotonergic system (from microcircuits to cognition) Educates on information theory, memory, prediction, and timing in associative learning Computational Models of Brain and Behavior is written for advanced undergraduate, Master's and PhD-level students--as well as researchers involved in computational neuroscience modeling research.
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