Emerging paradigms in machine learning:
Gespeichert in:
Weitere Verfasser: | , , |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Berlin
Springer
[2013]
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Schriftenreihe: | Smart innovation, systems and technologies
volume 13 |
Schlagworte: | |
Online-Zugang: | BTU01 FHA01 FHI01 FHN01 FHR01 FKE01 FWS01 UBY01 Volltext Inhaltsverzeichnis Abstract |
Beschreibung: | 1 Online Ressource (XXII, 498 p) |
ISBN: | 9783642286995 |
DOI: | 10.1007/978-3-642-28699-5 |
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Datensatz im Suchindex
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adam_text | EMERGING PARADIGMS IN MACHINE LEARNING
/
: 2013
TABLE OF CONTENTS / INHALTSVERZEICHNIS
FROM THE CONTENT: EMERGING PARADIGMS IN MACHINE LEARNING: AN
INTRODUCTION
EXTENSIONS OF DYNAMIC PROGRAMMING AS A NEW TOOL FOR DECISION TREE
OPTIMIZATION
OPTIMISED INFORMATION ABSTRACTION IN GRANULAR MIN/MAX CLUSTERING
MINING INCOMPLETE DATA—A ROUGH SET APPROACH
ROLES PLAYED BY BAYESIAN NETWORKS IN MACHINE LEARNING: AN EMPIRICAL
INVESTIGATION
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
EMERGING PARADIGMS IN MACHINE LEARNING
/
: 2013
ABSTRACT / INHALTSTEXT
THIS BOOK PRESENTS FUNDAMENTAL TOPICS AND ALGORITHMS THAT FORM THE
CORE OF MACHINE LEARNING (ML) RESEARCH, AS WELL AS EMERGING PARADIGMS IN
INTELLIGENT SYSTEM DESIGN. THE MULTIDISCIPLINARY NATURE OF MACHINE
LEARNING MAKES IT A VERY FASCINATING AND POPULAR AREA FOR RESEARCH.
THE BOOK IS AIMING AT STUDENTS, PRACTITIONERS AND RESEARCHERS AND
CAPTURES THE DIVERSITY AND RICHNESS OF THE FIELD OF MACHINE LEARNING AND
INTELLIGENT SYSTEMS. SEVERAL CHAPTERS ARE DEVOTED TO COMPUTATIONAL
LEARNING MODELS SUCH AS GRANULAR COMPUTING, ROUGH SETS AND FUZZY SETS AN
ACCOUNT OF APPLICATIONS OF WELL-KNOWN LEARNING METHODS IN BIOMETRICS,
COMPUTATIONAL STYLISTICS, MULTI-AGENT SYSTEMS, SPAM CLASSIFICATION
INCLUDING AN EXTREMELY WELL-WRITTEN SURVEY ON BAYESIAN NETWORKS SHED
LIGHT ON THE STRENGTHS AND WEAKNESSES OF THE METHODS. PRACTICAL STUDIES
YIELDING INSIGHT INTO CHALLENGING PROBLEMS SUCH AS LEARNING FROM
INCOMPLETE AND IMBALANCED DATA, PATTERN RECOGNITION OF STOCHASTIC
EPISODIC EVENTS AND ON-LINE MINING OF NON-STATIONARY DATA STREAMS ARE A
KEY PART OF THIS BOOK.
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
any_adam_object | 1 |
author2 | Ramanna, Sheela Jain, L. C. 1946- Howlett, Robert J. |
author2_role | edt edt edt |
author2_variant | s r sr l c j lc lcj r j h rj rjh |
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dewey-ones | 006 - Special computer methods |
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discipline | Informatik |
doi_str_mv | 10.1007/978-3-642-28699-5 |
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spellingShingle | Emerging paradigms in machine learning Smart innovation, systems and technologies Engineering Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Ingenieurwissenschaften Künstliche Intelligenz Maschinelles Lernen (DE-588)4193754-5 gnd |
subject_GND | (DE-588)4193754-5 (DE-588)4143413-4 |
title | Emerging paradigms in machine learning |
title_auth | Emerging paradigms in machine learning |
title_exact_search | Emerging paradigms in machine learning |
title_full | Emerging paradigms in machine learning Sheela Ramanna, Lakhmi C Jain, Robert J. Howlett (eds.) |
title_fullStr | Emerging paradigms in machine learning Sheela Ramanna, Lakhmi C Jain, Robert J. Howlett (eds.) |
title_full_unstemmed | Emerging paradigms in machine learning Sheela Ramanna, Lakhmi C Jain, Robert J. Howlett (eds.) |
title_short | Emerging paradigms in machine learning |
title_sort | emerging paradigms in machine learning |
topic | Engineering Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Ingenieurwissenschaften Künstliche Intelligenz Maschinelles Lernen (DE-588)4193754-5 gnd |
topic_facet | Engineering Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Ingenieurwissenschaften Künstliche Intelligenz Maschinelles Lernen Aufsatzsammlung |
url | https://doi.org/10.1007/978-3-642-28699-5 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028633123&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=028633123&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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