Verfügbarkeit: Growing adaptive machines

Growing adaptive machines: combining development and learning in artificial neural networks

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Bibliographische Detailangaben
Weitere Verfasser:	Kowaliw, Taras (HerausgeberIn)
Format:	Elektronisch E-Book
Sprache:	English
Veröffentlicht:	Berlin [u.a.] Springer 2014
Schriftenreihe:	Studies in computational intelligence 557
Schlagworte:	Ingenieurwissenschaften Künstliche Intelligenz Artificial intelligence Engineering Maschinelles Lernen Neuronales Netz Aufsatzsammlung
Online-Zugang:	BTU01 FHA01 FHI01 FHN01 FHR01 FKE01 FRO01 FWS01 FWS02 UBY01 Volltext Inhaltsverzeichnis Abstract
Beschreibung:	1 Online-Ressource
ISBN:	9783642553363 9783642553370
DOI:	10.1007/978-3-642-55337-0

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Datensatz im Suchindex

DE-BY-FWS_katkey	1015647
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adam_text	GROWING ADAPTIVE MACHINES / : 2014 TABLE OF CONTENTS / INHALTSVERZEICHNIS ARTIFICIAL NEUROGENESIS: AN INTRODUCTION AND SELECTIVE REVIEW A BRIEF INTRODUCTION TO PROBABILISTIC MACHINE LEARNING AND ITS RELATION TO NEUROSCIENCE EVOLVING CULTURE VERSUS LOCAL MINIMA LEARNING SPARSE FEATURES WITH AN AUTO-ASSOCIATOR HYPERNEAT: THE FIRST FIVE YEARS USING THE GREANS (GENETIC REGULATORY EVOLVING ARTIFICIAL NETWORKS) PLATFORM FOR SIGNAL PROCESSING, ANIMAT CONTROL, AND ARTIFICIAL MULTICELLULAR DEVELOPMENT CONSTRUCTING COMPLEX SYSTEMS VIA ACTIVITY-DRIVEN UNSUPERVISED HEBBIAN SELF-ORGANIZATION NEURO-CENTRIC AND HOLOCENTRIC APPROACHES TO THE EVOLUTION OF DEVELOPMENTAL NEURAL NETWORKS ARTIFICIAL EVOLUTION OF PLASTIC NEURAL NETWORKS: A FEW KEY CONCEPTS DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. GROWING ADAPTIVE MACHINES / : 2014 ABSTRACT / INHALTSTEXT THE PURSUIT OF ARTIFICIAL INTELLIGENCE HAS BEEN A HIGHLY ACTIVE DOMAIN OF RESEARCH FOR DECADES, YIELDING EXCITING SCIENTIFIC INSIGHTS AND PRODUCTIVE NEW TECHNOLOGIES. IN TERMS OF GENERATING INTELLIGENCE, HOWEVER, THIS PURSUIT HAS YIELDED ONLY LIMITED SUCCESS. THIS BOOK EXPLORES THE HYPOTHESIS THAT ADAPTIVE GROWTH IS A MEANS OF MOVING FORWARD. BY EMULATING THE BIOLOGICAL PROCESS OF DEVELOPMENT, WE CAN INCORPORATE DESIRABLE CHARACTERISTICS OF NATURAL NEURAL SYSTEMS INTO ENGINEERED DESIGNS, AND THUS MOVE CLOSER TOWARDS THE CREATION OF BRAIN-LIKE SYSTEMS. THE PARTICULAR FOCUS IS ON HOW TO DESIGN ARTIFICIAL NEURAL NETWORKS FOR ENGINEERING TASKS. THE BOOK CONSISTS OF CONTRIBUTIONS FROM 18 RESEARCHERS, RANGING FROM DETAILED REVIEWS OF RECENT DOMAINS BY SENIOR SCIENTISTS, TO EXCITING NEW CONTRIBUTIONS REPRESENTING THE STATE OF THE ART IN MACHINE LEARNING RESEARCH. THE BOOK BEGINS WITH BROAD OVERVIEWS OF ARTIFICIAL NEUROGENESIS AND BIO-INSPIRED MACHINE LEARNING, SUITABLE BOTH AS AN INTRODUCTION TO THE DOMAINS AND AS A REFERENCE FOR EXPERTS. SEVERAL CONTRIBUTIONS PROVIDE PERSPECTIVES AND FUTURE HYPOTHESES ON RECENT HIGHLY SUCCESSFUL TRAINS OF RESEARCH, INCLUDING DEEP LEARNING, THE HYPERNEAT MODEL OF DEVELOPMENTAL NEURAL NETWORK DESIGN, AND A SIMULATION OF THE VISUAL CORTEX. OTHER CONTRIBUTIONS COVER RECENT ADVANCES IN THE DESIGN OF BIO-INSPIRED ARTIFICIAL NEURAL NETWORKS, INCLUDING THE CREATION OF MACHINES FOR CLASSIFICATION, THE BEHAVIOURAL CONTROL OF VIRTUAL AGENTS, THE DESI GN OF VIRTUAL MULTI-COMPONENT ROBOTS AND MORPHOLOGIES, AND THE CREATION OF FLEXIBLE INTELLIGENCE. THROUGHOUT, THE CONTRIBUTORS SHARE THEIR VAST EXPERTISE ON THE MEANS AND BENEFITS OF CREATING BRAIN-LIKE MACHINES. THIS BOOK IS APPROPRIATE FOR ADVANCED STUDENTS AND PRACTITIONERS OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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series2	Studies in computational intelligence
spellingShingle	Growing adaptive machines combining development and learning in artificial neural networks Studies in computational intelligence Ingenieurwissenschaften Künstliche Intelligenz Artificial intelligence Engineering Maschinelles Lernen (DE-588)4193754-5 gnd Neuronales Netz (DE-588)4226127-2 gnd
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title	Growing adaptive machines combining development and learning in artificial neural networks
title_auth	Growing adaptive machines combining development and learning in artificial neural networks
title_exact_search	Growing adaptive machines combining development and learning in artificial neural networks
title_full	Growing adaptive machines combining development and learning in artificial neural networks Taras Kowaliw ; Nicolas Bredeche ; René Doursat
title_fullStr	Growing adaptive machines combining development and learning in artificial neural networks Taras Kowaliw ; Nicolas Bredeche ; René Doursat
title_full_unstemmed	Growing adaptive machines combining development and learning in artificial neural networks Taras Kowaliw ; Nicolas Bredeche ; René Doursat
title_short	Growing adaptive machines
title_sort	growing adaptive machines combining development and learning in artificial neural networks
title_sub	combining development and learning in artificial neural networks
topic	Ingenieurwissenschaften Künstliche Intelligenz Artificial intelligence Engineering Maschinelles Lernen (DE-588)4193754-5 gnd Neuronales Netz (DE-588)4226127-2 gnd
topic_facet	Ingenieurwissenschaften Künstliche Intelligenz Artificial intelligence Engineering Maschinelles Lernen Neuronales Netz Aufsatzsammlung
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