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Abstraction in artificial intelligence and complex systems:

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Bibliographische Detailangaben
Beteiligte Personen:	Saitta, Lorenza (VerfasserIn), Zucker, Jean-Daniel (VerfasserIn)
Format:	Elektronisch E-Book
Sprache:	Englisch
Veröffentlicht:	New York Springer 2013
Schlagwörter:	Künstliche Intelligenz Abstraktion Abstraction. Artificial intelligence.
Links:	https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 https://doi.org/10.1007/978-1-4614-7052-6 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026175590&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026175590&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
Umfang:	1 Online-Ressource (XVI, 484 S.) Ill., graph. Darst.
ISBN:	9781461470526
DOI:	10.1007/978-1-4614-7052-6

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Datensatz im Suchindex

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adam_text	ABSTRACTION IN ARTIFICIAL INTELLIGENCE AND COMPLEX SYSTEMS / SAITTA, LORENZA : 2013 TABLE OF CONTENTS / INHALTSVERZEICHNIS INTRODUCTION ABSTRACTION IN DIFFERENT DISCIPLINES ABSTRACTION IN ARTIFICIAL INTELLIGENCE DEFINITIONS OF ABSTRACTION BOUNDARIES OF ABSTRACTION THE KRA MODEL ABSTRACTION OPERATORS AND DESIGN PATTERNS PROPERTIES OF THE KRA MODEL ABSTRACTION IN MACHINE LEARNING SIMPLICITY, COMPLEX SYSTEMS, AND ABSTRACTION CASE STUDIES AND APPLICATIONS DISCUSSION CONCLUSION DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. ABSTRACTION IN ARTIFICIAL INTELLIGENCE AND COMPLEX SYSTEMS / SAITTA, LORENZA : 2013 ABSTRACT / INHALTSTEXT ABSTRACTION IS A FUNDAMENTAL MECHANISM UNDERLYING BOTH HUMAN AND ARTIFICIAL PERCEPTION, REPRESENTATION OF KNOWLEDGE, REASONING AND LEARNING. THIS MECHANISM PLAYS A CRUCIAL ROLE IN MANY DISCIPLINES, NOTABLY COMPUTER PROGRAMMING, NATURAL AND ARTIFICIAL VISION, COMPLEX SYSTEMS, ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING, ART, AND COGNITIVE SCIENCES. THIS BOOK FIRST PROVIDES THE READER WITH AN OVERVIEW OF THE NOTIONS OF ABSTRACTION PROPOSED IN VARIOUS DISCIPLINES BY COMPARING BOTH COMMONALITIES AND DIFFERENCES. AFTER DISCUSSING THE CHARACTERIZING PROPERTIES OF ABSTRACTION, A FORMAL MODEL, THEKRAMODEL, IS PRESENTED TO CAPTURE THEM. THIS MODEL MAKES THE NOTION OF ABSTRACTION EASILY APPLICABLE BY MEANS OF THE INTRODUCTION OF A SET OF ABSTRACTION OPERATORS AND ABSTRACTION PATTERNS, REUSABLE ACROSS DIFFERENT DOMAINS AND APPLICATIONS. IT IS THE IMPACT OF ABSTRACTION IN ARTIFICIAL INTELLIGENCE, COMPLEX SYSTEMS AND MACHINE LEARNING WHICH CREATES THE CORE OF THE BOOK. A GENERAL FRAMEWORK, BASED ON THEKRAMODEL, IS PRESENTED, AND ITS PRAGMATIC POWER IS ILLUSTRATED WITH THREE CASE STUDIES: MODEL-BASED DIAGNOSIS, CARTOGRAPHIC GENERALIZATION, AND LEARNING HIERARCHICAL HIDDEN MARKOV MODELS DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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spellingShingle	Saitta, Lorenza Zucker, Jean-Daniel Abstraction in artificial intelligence and complex systems Künstliche Intelligenz (DE-588)4033447-8 gnd Abstraktion (DE-588)4141162-6 gnd
subject_GND	(DE-588)4033447-8 (DE-588)4141162-6
title	Abstraction in artificial intelligence and complex systems
title_auth	Abstraction in artificial intelligence and complex systems
title_exact_search	Abstraction in artificial intelligence and complex systems
title_full	Abstraction in artificial intelligence and complex systems Lorenza Saitta ; Jean Daniel Zucker
title_fullStr	Abstraction in artificial intelligence and complex systems Lorenza Saitta ; Jean Daniel Zucker
title_full_unstemmed	Abstraction in artificial intelligence and complex systems Lorenza Saitta ; Jean Daniel Zucker
title_short	Abstraction in artificial intelligence and complex systems
title_sort	abstraction in artificial intelligence and complex systems
topic	Künstliche Intelligenz (DE-588)4033447-8 gnd Abstraktion (DE-588)4141162-6 gnd
topic_facet	Künstliche Intelligenz Abstraktion
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