Holdings: Politische Theorien der Gegenwart II

Politische Theorien der Gegenwart II: Eine Einführung

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Bibliographic Details
Main Authors:	Brodocz, André (Author), Schaal, Gary S. (Author)
Format:	Electronic eBook
Language:	German
Published:	Stuttgart UTB GmbH 2016 Barbara Budrich
Edition:	4. Auflage
Subjects:	Politische Theorie Electronic book text
Online Access:	DE-1043 DE-1046 DE-1047 DE-Aug4 DE-M483 DE-1949 DE-706 DE-824 DE-29 DE-739 DE-858 DE-M347 DE-863 DE-862 Volltext Inhaltsverzeichnis
Item Description:	Lizenzpflichtig
ISBN:	9783838540818

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MARC


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adam_text	CONTENTS 1 INTRODUCTION 1 1.1 PROBLEM DESCRIPTION 3 1.2 DEFINITION OF COMMON TERMS 5 1.3 INSPIRATION FROM BIOLOGY 7 1.3.1 MEMORY AND LEARNING IN THE HUMAN BRAIN . 7 1.3.2 MEMORY CONSOLIDATION 8 1.3.3 THE CHOLINERGIC SYSTEM 10 1.4 THE SCOPE OF THIS DISSERTATION 11 1.5 STRUCTURE OF THIS THESIS 12 2 LIFE-LONG LEARNING WITH STANDARD NEURAL NETWORK AR- CHITECTURES 15 2.1 SINGLE LAYER PERCEPTRON 16 2.2 MULTI LAYER PERCEPTRON 17 2.3 CASCADE CORRELATION 19 2.4 VECTOR QUANTIZATION NETWORKS 21 2.5 RADIAL BASIS FUNCTION NETWORKS 24 2.6 FUZZY ARTMAP 25 2.7 DISCUSSION 28 BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/1004324103 DIGITALISIERT DURCH 4.3.4 INSERTION THRESHOLDS 73 X CONTENTS 3 LIFE-LONG LEARNING FOR IDENTIFICATION TASKS 31 3.1 RELATED WORK 32 3.1.1 ONLINE LEARNING AND MAN-MACHINE INTERACTION . . 32 3.1.2 NETWORK ARCHITECTURES FOR INCREMENTAL AND LIFE- LONG LEARNING 34 3.2 LIFE-LONG LEARNING MODEL FOR OBJECT IDENTIFICATION . 35 3.2.1 ONLINE VECTOR QUANTIZATION TO BUILD A SHORT- TERM MEMORY 37 3.2.2 INCREMENTAL LVQ TO BUILD A LONG-TERM MEMORY . 39 3.3 EXPERIMENTAL RESULTS 44 3.3.1 EXPERIMENTAL SETUP 45 3.3.2 FEATURE EXTRACTION 46 3.3.3 ONLINE VECTOR QUANTIZATION TO BUILD A SHORT- TERM MEMORY 48 3.3.4 INCREMENTAL LVQ TO BUILD A LONG-TERM MEMORY . 50 3.4 DISCUSSION 54 4 LIFE-LONG LEARNING FOR CATEGORIZATION TASKS 59 4.1 COMPARISON BETWEEN IDENTIFICATION AND CATEGORIZATION TASKS 60 4.2 RELATED WORK 60 4.2.1 LIFE-LONG LEARNING ARCHITECTURES 61 4.2.2 FEATURE SELECTION METHODS 62 4.2.3 VISUAL CATEGORY LEARNING APPROACHES 63 4.2.4 ONLINE AND INTERACTIVE LEARNING 64 4.3 LIFE-LONG LEARNING OF CATEGORIES 65 4.3.1 DISTANCE COMPUTATION AND LEARNING RULE . 67 4.3.2 FEATURE SCORING AND CATEGORY INITIALIZATION . 69 4.3.3 LEARNING DYNAMICS 70 6.2 OUTLOOK 122 CONTENTS XL 4.4 EXPERIMENTAL RESULTS 74 4.4.1 EXPERIMENTAL SETUP 75 4.4.2 FEATURE EXTRACTION 77 4.4.3 CATEGORIZATION PERFORMANCE 79 4.4.4 COMPARISON OF REQUIRED NETWORK RESOURCES . 81 4.4.5 QUALITATIVE EVALUATION OF THE CLVQ FEATURE SE- LECTION METHOD 83 4.5 DISCUSSION 87 5 INTERACTIVE AND LIFE-LONG LEARNING IN UNCONSTRAINED EN- VIRONMENTS 89 5.1 AN INTEGRATED VISION ARCHITECTURE FOR IDENTIFICATION OR CATEGORIZATION TASKS 91 5.1.1 OBJECT HYPOTHESIS GENERATION 91 5.1.2 FIGURE-GROUND SEGREGATION 92 5.1.3 FEATURE EXTRACTION 94 5.1.4 LEARNING OF OBJECT AND CATEGORY REPRESENTATIONS 95 5.1.5 USER INTERACTION 97 5.2 OBJECT IDENTIFICATION IN UNCONSTRAINED ENVIRONMENTS . . 98 5.2.1 OFFLINE OBJECT IDENTIFICATION EXPERIMENTS 99 5.2.2 INTERACTIVE LEARNING OF OBJECT REPRESENTATIONS . . 104 5.3 CATEGORY LEARNING IN UNCONSTRAINED ENVIRONMENTS . . . 106 5.3.1 OFFLINE CATEGORIZATION EXPERIMENTS 107 5.3.2 INTERACTIVE CATEGORY LEARNING 114 5.4 DISCUSSION 115 6 SUMMARY AND OUTLOOK 119 6.1 SUMMARY 119 E CATEGORIES . 131 XIL CONTENTS A FEATURE EXTRACTION METHODS 125 A.I SHAPE FEATURE EXTRACTION 125 A. 1.1 FEED-FORWARD SHAPE FEATURE EXTRACTING HIERARCHY 126 A. 1.2 PARTS-BASED SHAPE FEATURE EXTRACTION 128 B LEARNED FEATURE REPRESENTATION FOR CATEGORIZATION TASKS 131 B.I SELECTED FEATURES OF ALL COLOR A N D S H A P
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author	Brodocz, André Schaal, Gary S.
author_facet	Brodocz, André Schaal, Gary S.
author_role	aut aut
author_sort	Brodocz, André
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dewey-full	320.011 320
dewey-hundreds	300 - Social sciences
dewey-ones	320 - Political science (Politics and government)
dewey-raw	320.011 320
dewey-search	320.011 320
dewey-sort	3320.011
dewey-tens	320 - Political science (Politics and government)
discipline	Politologie
edition	4. Auflage
format	Electronic eBook
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publisher	UTB GmbH Barbara Budrich
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spellingShingle	Brodocz, André Schaal, Gary S. Politische Theorien der Gegenwart II Eine Einführung Politische Theorie (DE-588)4046563-9 gnd
subject_GND	(DE-588)4046563-9
title	Politische Theorien der Gegenwart II Eine Einführung
title_auth	Politische Theorien der Gegenwart II Eine Einführung
title_exact_search	Politische Theorien der Gegenwart II Eine Einführung
title_full	Politische Theorien der Gegenwart II Eine Einführung André Brodocz, Gary S. Schaal
title_fullStr	Politische Theorien der Gegenwart II Eine Einführung André Brodocz, Gary S. Schaal
title_full_unstemmed	Politische Theorien der Gegenwart II Eine Einführung André Brodocz, Gary S. Schaal
title_short	Politische Theorien der Gegenwart II
title_sort	politische theorien der gegenwart ii eine einfuhrung
title_sub	Eine Einführung
topic	Politische Theorie (DE-588)4046563-9 gnd
topic_facet	Politische Theorie
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