Introduction to neural and cognitive modeling:
This textbook provides a general introduction to the field of neural networks. Thoroughly revised and updated from the previous editions of 1991 and 2000, the current edition concentrates on networks for modeling brain processes involved in cognitive and behavioral functions. Part one explores the p...
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| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
London
Routledge
2018
|
| Edition: | Third edition |
| Subjects: | |
| Online Access: | Volltext |
| Summary: | This textbook provides a general introduction to the field of neural networks. Thoroughly revised and updated from the previous editions of 1991 and 2000, the current edition concentrates on networks for modeling brain processes involved in cognitive and behavioral functions. Part one explores the philosophy of modeling and the field's history starting from the mid-1940s, and then discusses past models of associative learning and of short-term memory that provide building blocks for more complex recent models. Part two of the book reviews recent experimental findings in cognitive neuroscience and discusses models of conditioning, categorization, category learning, vision, visual attention, sequence learning, behavioral control, decision making, reasoning, and creativity. The book presents these models both as abstract ideas and through examples and concrete data for specific brain regions. The book includes two appendices to help ground the reader: one reviewing the mathematics used in network modeling, and a second reviewing basic neuroscience at both the neuron and brain region level. The book also includes equations, practice exercises, and thought experiments |
| Item Description: | Description based on CIP data; resource not viewed |
| Physical Description: | 1 online resource illustrations (black and white) |
| ISBN: | 9780429828799 0429828799 9780429828805 0429828802 9780429828782 0429828780 9780429448805 0429448805 |
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| 250 | |a Third edition | ||
| 264 | 1 | |a London |b Routledge |c 2018 | |
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| 520 | |a This textbook provides a general introduction to the field of neural networks. Thoroughly revised and updated from the previous editions of 1991 and 2000, the current edition concentrates on networks for modeling brain processes involved in cognitive and behavioral functions. Part one explores the philosophy of modeling and the field's history starting from the mid-1940s, and then discusses past models of associative learning and of short-term memory that provide building blocks for more complex recent models. Part two of the book reviews recent experimental findings in cognitive neuroscience and discusses models of conditioning, categorization, category learning, vision, visual attention, sequence learning, behavioral control, decision making, reasoning, and creativity. The book presents these models both as abstract ideas and through examples and concrete data for specific brain regions. The book includes two appendices to help ground the reader: one reviewing the mathematics used in network modeling, and a second reviewing basic neuroscience at both the neuron and brain region level. The book also includes equations, practice exercises, and thought experiments | ||
| 650 | 4 | |a Neural networks (Neurobiology) | |
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| index_date | 2024-07-03T15:58:06Z |
| indexdate | 2024-07-10T09:00:00Z |
| institution | BVB |
| isbn | 9780429828799 0429828799 9780429828805 0429828802 9780429828782 0429828780 9780429448805 0429448805 |
| language | English |
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| publishDate | 2018 |
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| publisher | Routledge |
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| spelling | Levine, Daniel S. Verfasser aut Introduction to neural and cognitive modeling Daniel S. Levine Third edition London Routledge 2018 1 online resource illustrations (black and white) txt rdacontent c rdamedia cr rdacarrier Description based on CIP data; resource not viewed This textbook provides a general introduction to the field of neural networks. Thoroughly revised and updated from the previous editions of 1991 and 2000, the current edition concentrates on networks for modeling brain processes involved in cognitive and behavioral functions. Part one explores the philosophy of modeling and the field's history starting from the mid-1940s, and then discusses past models of associative learning and of short-term memory that provide building blocks for more complex recent models. Part two of the book reviews recent experimental findings in cognitive neuroscience and discusses models of conditioning, categorization, category learning, vision, visual attention, sequence learning, behavioral control, decision making, reasoning, and creativity. The book presents these models both as abstract ideas and through examples and concrete data for specific brain regions. The book includes two appendices to help ground the reader: one reviewing the mathematics used in network modeling, and a second reviewing basic neuroscience at both the neuron and brain region level. The book also includes equations, practice exercises, and thought experiments Neural networks (Neurobiology) Neural networks (Computer science) https://www.taylorfrancis.com/books/9780429448805 Verlag URL des Erstveroeffentlichers Volltext |
| spellingShingle | Levine, Daniel S. Introduction to neural and cognitive modeling Neural networks (Neurobiology) Neural networks (Computer science) |
| title | Introduction to neural and cognitive modeling |
| title_auth | Introduction to neural and cognitive modeling |
| title_exact_search | Introduction to neural and cognitive modeling |
| title_exact_search_txtP | Introduction to neural and cognitive modeling |
| title_full | Introduction to neural and cognitive modeling Daniel S. Levine |
| title_fullStr | Introduction to neural and cognitive modeling Daniel S. Levine |
| title_full_unstemmed | Introduction to neural and cognitive modeling Daniel S. Levine |
| title_short | Introduction to neural and cognitive modeling |
| title_sort | introduction to neural and cognitive modeling |
| topic | Neural networks (Neurobiology) Neural networks (Computer science) |
| topic_facet | Neural networks (Neurobiology) Neural networks (Computer science) |
| url | https://www.taylorfrancis.com/books/9780429448805 |
| work_keys_str_mv | AT levinedaniels introductiontoneuralandcognitivemodeling |