How to build a brain :: a neural architecture for biological cognition /
One goal of researchers in neuroscience, psychology, and artificial intelligence is to build theoretical models that are able to explain the flexibility and adaptiveness of biological systems. How to build a brain provides a detailed guided exploration of a new cognitive architecture that takes biol...
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Oxford ; New York :
Oxford University Press,
[2013]
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Schriftenreihe: | Oxford series on cognitive models and architectures.
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Schlagworte: | |
Online-Zugang: | Volltext |
Zusammenfassung: | One goal of researchers in neuroscience, psychology, and artificial intelligence is to build theoretical models that are able to explain the flexibility and adaptiveness of biological systems. How to build a brain provides a detailed guided exploration of a new cognitive architecture that takes biological detail seriously, while addressing cognitive phenomena. The Semantic Pointer Architecture (SPA) introduced in this book provides a set of tools for constructing a wide range of biologically constrained perceptual, cognitive, and motor models. Examples of such models are provided, and they are shown to explain a wide range of data including single cell recordings, neural population activity, reaction times, error rates, choice behavior, and fMRI signals. Each of these models introduces a major feature of biological cognition addressed in the book, including semantics, syntax, control, learning, and memory. These models are not introduced as independent considerations of brain function, but instead integrated to give rise to what is currently the world's largest functional brain model. Along the way, the book considers neural coding, concept representation, neural dynamics, working memory, neuroanatomy, reinforcement learning, and spike-timing dependent plasticity. The book includes 8 detailed, hands-on tutorials exploiting the free Nengo neural simulation environment, providing practical experience with the concepts and models presented throughout. |
Beschreibung: | 1 online resource (xvii, 456 pages) : illustrations |
Bibliographie: | Includes bibliographical references (pages 417-445) and index. |
ISBN: | 9780199794690 0199794693 9780199345236 0199345236 1299708781 9781299708785 |
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650 | 0 | |a Cognition. |0 http://id.loc.gov/authorities/subjects/sh85027742 | |
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author | Eliasmith, Chris |
author_facet | Eliasmith, Chris |
author_role | aut |
author_sort | Eliasmith, Chris |
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building | Verbundindex |
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contents | The science of cognition -- An introduction to brain building -- Biological cognition : semantics -- Biological cognition -- syntax -- Biological cognition -- control -- Biological cognition -- memory and learning -- The semantic pointer architecture -- Evaluating cognitive theories -- Theories of cognition -- Consequences and challenges -- A. Mathematical notation and overview -- B. Mathematical derivations for the NEF -- C. Further details on deep semantic models -- D. Mathematical derivations for the semantic pointer architecture -- E. Semantic pointer architecture model details. |
ctrlnum | (OCoLC)852159148 |
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dewey-ones | 612 - Human physiology |
dewey-raw | 612.8/2 |
dewey-search | 612.8/2 |
dewey-sort | 3612.8 12 |
dewey-tens | 610 - Medicine and health |
discipline | Medizin |
format | Electronic eBook |
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illustrated | Illustrated |
indexdate | 2024-11-27T13:25:26Z |
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isbn | 9780199794690 0199794693 9780199345236 0199345236 1299708781 9781299708785 |
language | English |
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publisher | Oxford University Press, |
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series | Oxford series on cognitive models and architectures. |
series2 | Oxford series on cognitive models and architectures |
spelling | Eliasmith, Chris, author. How to build a brain : a neural architecture for biological cognition / Chris Eliasmith. Oxford ; New York : Oxford University Press, [2013] ©2013 1 online resource (xvii, 456 pages) : illustrations text txt rdacontent computer c rdamedia online resource cr rdacarrier Oxford series on cognitive models and architectures One goal of researchers in neuroscience, psychology, and artificial intelligence is to build theoretical models that are able to explain the flexibility and adaptiveness of biological systems. How to build a brain provides a detailed guided exploration of a new cognitive architecture that takes biological detail seriously, while addressing cognitive phenomena. The Semantic Pointer Architecture (SPA) introduced in this book provides a set of tools for constructing a wide range of biologically constrained perceptual, cognitive, and motor models. Examples of such models are provided, and they are shown to explain a wide range of data including single cell recordings, neural population activity, reaction times, error rates, choice behavior, and fMRI signals. Each of these models introduces a major feature of biological cognition addressed in the book, including semantics, syntax, control, learning, and memory. These models are not introduced as independent considerations of brain function, but instead integrated to give rise to what is currently the world's largest functional brain model. Along the way, the book considers neural coding, concept representation, neural dynamics, working memory, neuroanatomy, reinforcement learning, and spike-timing dependent plasticity. The book includes 8 detailed, hands-on tutorials exploiting the free Nengo neural simulation environment, providing practical experience with the concepts and models presented throughout. Includes bibliographical references (pages 417-445) and index. Print version record. The science of cognition -- An introduction to brain building -- Biological cognition : semantics -- Biological cognition -- syntax -- Biological cognition -- control -- Biological cognition -- memory and learning -- The semantic pointer architecture -- Evaluating cognitive theories -- Theories of cognition -- Consequences and challenges -- A. Mathematical notation and overview -- B. Mathematical derivations for the NEF -- C. Further details on deep semantic models -- D. Mathematical derivations for the semantic pointer architecture -- E. Semantic pointer architecture model details. English. Brain. http://id.loc.gov/authorities/subjects/sh85016319 Neural circuitry. http://id.loc.gov/authorities/subjects/sh85091089 Neural networks (Neurobiology) http://id.loc.gov/authorities/subjects/sh93002348 Cognition. http://id.loc.gov/authorities/subjects/sh85027742 Cerveau. Réseaux nerveux. Réseaux neuronaux (Neurobiologie) Cognition. brains. aat cognition. aat MEDICAL Neuroscience. bisacsh PSYCHOLOGY Neuropsychology. bisacsh Brain fast Cognition fast Neural circuitry fast Neural networks (Neurobiology) fast has work: How to build a brain (Text) https://id.oclc.org/worldcat/entity/E39PCH3Xx7Kddbx83wWHTxvDYP https://id.oclc.org/worldcat/ontology/hasWork Print version: Eliasmith, Chris. How to build a brain. New York, NY : Oxford University Press, [2013] 9780199794546 (DLC) 2012046211 (OCoLC)822667362 Oxford series on cognitive models and architectures. FWS01 ZDB-4-EBA FWS_PDA_EBA https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=603962 Volltext |
spellingShingle | Eliasmith, Chris How to build a brain : a neural architecture for biological cognition / Oxford series on cognitive models and architectures. The science of cognition -- An introduction to brain building -- Biological cognition : semantics -- Biological cognition -- syntax -- Biological cognition -- control -- Biological cognition -- memory and learning -- The semantic pointer architecture -- Evaluating cognitive theories -- Theories of cognition -- Consequences and challenges -- A. Mathematical notation and overview -- B. Mathematical derivations for the NEF -- C. Further details on deep semantic models -- D. Mathematical derivations for the semantic pointer architecture -- E. Semantic pointer architecture model details. Brain. http://id.loc.gov/authorities/subjects/sh85016319 Neural circuitry. http://id.loc.gov/authorities/subjects/sh85091089 Neural networks (Neurobiology) http://id.loc.gov/authorities/subjects/sh93002348 Cognition. http://id.loc.gov/authorities/subjects/sh85027742 Cerveau. Réseaux nerveux. Réseaux neuronaux (Neurobiologie) Cognition. brains. aat cognition. aat MEDICAL Neuroscience. bisacsh PSYCHOLOGY Neuropsychology. bisacsh Brain fast Cognition fast Neural circuitry fast Neural networks (Neurobiology) fast |
subject_GND | http://id.loc.gov/authorities/subjects/sh85016319 http://id.loc.gov/authorities/subjects/sh85091089 http://id.loc.gov/authorities/subjects/sh93002348 http://id.loc.gov/authorities/subjects/sh85027742 |
title | How to build a brain : a neural architecture for biological cognition / |
title_auth | How to build a brain : a neural architecture for biological cognition / |
title_exact_search | How to build a brain : a neural architecture for biological cognition / |
title_full | How to build a brain : a neural architecture for biological cognition / Chris Eliasmith. |
title_fullStr | How to build a brain : a neural architecture for biological cognition / Chris Eliasmith. |
title_full_unstemmed | How to build a brain : a neural architecture for biological cognition / Chris Eliasmith. |
title_short | How to build a brain : |
title_sort | how to build a brain a neural architecture for biological cognition |
title_sub | a neural architecture for biological cognition / |
topic | Brain. http://id.loc.gov/authorities/subjects/sh85016319 Neural circuitry. http://id.loc.gov/authorities/subjects/sh85091089 Neural networks (Neurobiology) http://id.loc.gov/authorities/subjects/sh93002348 Cognition. http://id.loc.gov/authorities/subjects/sh85027742 Cerveau. Réseaux nerveux. Réseaux neuronaux (Neurobiologie) Cognition. brains. aat cognition. aat MEDICAL Neuroscience. bisacsh PSYCHOLOGY Neuropsychology. bisacsh Brain fast Cognition fast Neural circuitry fast Neural networks (Neurobiology) fast |
topic_facet | Brain. Neural circuitry. Neural networks (Neurobiology) Cognition. Cerveau. Réseaux nerveux. Réseaux neuronaux (Neurobiologie) brains. cognition. MEDICAL Neuroscience. PSYCHOLOGY Neuropsychology. Brain Cognition Neural circuitry |
url | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=603962 |
work_keys_str_mv | AT eliasmithchris howtobuildabrainaneuralarchitectureforbiologicalcognition |