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Computational models of brain and behavior

Author: Ahmed A Moustafa
Publisher: Hoboken, NJ Chichester, West Sussex Wiley Blackwell 2018
Edition/Format:   Print book : English : First editionView all editions and formats

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Additional Physical Format: Erscheint auch als:
Computational models of brain and behavior.
Hoboken, NJ : Wiley, [2017]
Document Type: Book
All Authors / Contributors: Ahmed A Moustafa
ISBN: 9781119159063 1119159067 9781119159070 1119159075 9781119159186 1119159180 9781119159018 1119159016
OCLC Number: 1011499999
Notes: Literaturangaben
Description: xxix, 554 Seiten Illustrationen, Diagramme
Contents: Notes on Contributors ix Introduction xxi Part I Models of Brain Disorders 1 1 A Computational Model of Dyslexics' Perceptual Difficulties as Impaired Inference of Sound Statistics 3Sagi Jaffe-Dax, Ofri Raviv, Yonatan Loewenstein, and Merav Ahissar 2 Computational Approximations to Intellectual Disability in Down Syndrome 15Angel E. Tovar, Ahmed A. Moustafa, and Natalia Arias-Trejo 3 Computational Psychiatry 29Robb B. Rutledge and Rick A. Adams 4 Computational Models of Post-traumatic Stress Disorder (PTSD) 43Milen L. Radell, Catherine E. Myers, Jony Sheynin, and Ahmed A. Moustafa 5 Reward Processing in Depression 57 The Computational ApproachChong Chen and Taiki Takahashi 6 Neurocomputational Models of Schizophrenia 73Ahmed A. Moustafa, B?a?ej Misiak, and Dorota Frydecka 7 Oscillatory Dynamics of Brain Microcircuits 85 Modeling Perspectives and Neurological Disease ConsiderationsFrances K. Skinner and Alexandra Pierri Chatzikalymniou 8 Computational Models of Pharmacological and Immunological Treatment in Alzheimer's Disease 99Vassilis Cutsuridis and Ahmed A. Moustafa 9 Modeling Deep Brain Stimulation for Parkinson's Disease 109 Volume Conductor, Network, and Mean-Field ModelsMadeleine M. Lowery 10 The Development of Medications for Parkinson's Disease Using Computational Modeling 125Mubashir Hassan and Ahmed A. Moustafa 11 Multiscale Computer Modeling of Epilepsy 139M. Sanjay, Samuel A. Neymotin, Srinivasa B. Krothapalli, and William W. Lytton Part II Neural Models of Behavioral Processes 151 12 Simple Models of Sensory Information Processing 153Danke Zhang, Malte J. Rasch, and Si Wu 13 Motion Detection 171An Artificial Recurrent Neural Network ApproachJeroen Joukes and Bart Krekelberg 14 Computation in the Olfactory System 185Christiane Linster 15 Computational Models of Olfaction in Fruit Flies 199Ankur Gupta, Faramarz Faghihi, and Ahmed A. Moustafa 16 Multisensory Integration 215 How the Brain Combines Information Across the SensesRyan L. Miller and Benjamin A. Rowland 17 Computational Models in Social Neuroscience 229Jin Hyun Cheong, Eshin Jolly, Sunhae Sul, and Luke J. Chang 18 Sleep is For the Brain 245 Contemporary Computational Approaches in the Study of Sleep and Memory and a Novel "Temporal Scaffolding" HypothesisItamar Lerner 19 Models of Neural Homeostasis 257Hazem Toutounji Part III Models of Brain Regions and Neurotransmitters 271 20 Striatum 273 Structure, Dynamics, and FunctionJyotika Bahuguna and Arvind Kumar 21 Amygdala Models 285Vinay Guntu, Feng Feng, Adel Alturki, Ajay Nair, Pranit Samarth, and Satish S. Nair 22 Cerebellum and its Disorders 303 A Review of Perspectives from Computational NeuroscienceShyam Diwakar and Ahmed A. Moustafa 23 Models of Dynamical Synapses and Cortical Development 321Radwa Khalil, Marie Z. Moftah, Marc Landry, and Ahmed A. Moustafa 24 Computational Models of Memory Formation in Healthy and Diseased Microcircuits of the Hippocampus 333Vassilis Cutsuridis 25 Episodic Memory and the Hippocampus 345Naoyuki Sato 26 How Do We Navigate Our Way to Places? 357 Developing a New Model to Study Place Field Formation in Hippocampus Including the Role of AstrocytesFariba Bahrami and Shiva Farashahi 27 Models of Neuromodulation 373Michael C. Avery and Jeffrey L. Krichmar 28 Neural Circuit Models of the Serotonergic System 389 From Microcircuits to CognitionPragathi Priyadharsini Balasubramani, V. Srinivasa Chakravarthy, KongFatt Wong-Lin, Da-Hui Wang, Jeremiah Y. Cohen, Kae Nakamura, and Ahmed A. Moustafa Part IV Neural Modeling Approaches 401 29 A Behavioral Framework for Information Representation in the Brain 403Frederic Alexandre 30 Probing Human Brain Function with Artificial Neural Networks 413Umut Guclu and Marcel van Gerven 31 Large-scale Computational Models of Ongoing Brain Activity 425Tristan T. Nakagawa, Mohit H. Adhikari, and Gustavo Deco 32 Optimizing Electrical Stimulation for Closed-loop Control of Neural Ensembles 439 A Review of Algorithms and ApplicationsSeif Eldawlatly 33 Complex Probabilistic Inference 453 From Cognition to Neural ComputationSamuel J. Gershman and Jeffrey M. Beck 34 A Flexible and Efficient Hierarchical Bayesian Approach to the Exploration of Individual Differences in Cognitive-model-based Neuroscience 467Alexander Ly, Udo Boehm, Andrew Heathcote, Brandon M. Turner, Birte Forstmann, Maarten Marsman, and Dora Matzke 35 Information Theory, Memory, Prediction, and Timing in Associative Learning 481Jason T. Wilkes and C. R. Gallistel 36 The Utility of Phase Models in Studying Neural Synchronization 493Youngmin Park, Stewart A. Heitmann, and G. Bard Ermentrout 37 Phase Oscillator Network Models of Brain Dynamics 505Carlo R. Laing 38 The Neuronal Signal and Its Models 519Igor Palmieri, Luiz H. A. Monteiro, and Maria D. Miranda 39 History Dependent Neuronal Activity Modeled with Fractional Order Dynamics 531Seth H. Weinberg and Fidel Santamaria Index 549
Responsibility: edited by Dr Ahmed A. Moustafa


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