Verfügbarkeit: Interpretability of Computational Intelligence-Based Regression Models

Interpretability of Computational Intelligence-Based Regression Models:

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Bibliographische Detailangaben
Hauptverfasser:	Kenesei, Tamás (VerfasserIn), Abonyi, János 1974- (VerfasserIn)
Format:	Elektronisch E-Book
Sprache:	English
Veröffentlicht:	Cham Springer 2015
Schriftenreihe:	SpringerBriefs in Computer Science
Schlagworte:	Computer science Data mining Artificial intelligence Computational intelligence Computer Science Artificial Intelligence (incl. Robotics) Computational Intelligence Data Mining and Knowledge Discovery Informatik Künstliche Intelligenz Support-Vektor-Maschine Wissensextraktion Data Mining Neuronales Netz
Online-Zugang:	BTU01 FHA01 FHI01 FHM01 FHN01 FKE01 FLA01 FRO01 UBG01 UBM01 UBR01 UBT01 UBW01 UER01 UPA01 Volltext Inhaltsverzeichnis Abstract
Beschreibung:	1 Online Ressource (X, 82 Seiten) 48 Illustrationen
ISBN:	9783319219424
ISSN:	2191-5768
DOI:	10.1007/978-3-319-21942-4

Internformat

MARC


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Datensatz im Suchindex

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adam_text	INTERPRETABILITY OF COMPUTATIONAL INTELLIGENCE-BASED REGRESSION MODELS / KENESEI, TAMAS : 2015 TABLE OF CONTENTS / INHALTSVERZEICHNIS INTRODUCTION INTERPRETABILITY OF HINGING HYPERPLANES INTERPRETABILITY OF NEURAL NETWORKS INTERPRETABILITY OF SUPPORT VECTOR MACHINES SUMMARY DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. INTERPRETABILITY OF COMPUTATIONAL INTELLIGENCE-BASED REGRESSION MODELS / KENESEI, TAMAS : 2015 ABSTRACT / INHALTSTEXT THE KEY IDEA OF THIS BOOK IS THAT HINGING HYPERPLANES, NEURAL NETWORKS AND SUPPORT VECTOR MACHINES CAN BE TRANSFORMED INTO FUZZY MODELS, AND INTERPRETABILITY OF THE RESULTING RULE-BASED SYSTEMS CAN BE ENSURED BY SPECIAL MODEL REDUCTION AND VISUALIZATION TECHNIQUES. THE FIRST PART OF THE BOOK DEALS WITH THE IDENTIFICATION OF HINGING HYPERPLANE-BASED REGRESSION TREES. THE NEXT PART DEALS WITH THE VALIDATION, VISUALIZATION AND STRUCTURAL REDUCTION OF NEURAL NETWORKS BASED ON THE TRANSFORMATION OF THE HIDDEN LAYER OF THE NETWORK INTO AN ADDITIVE FUZZY RULE BASE SYSTEM. FINALLY, BASED ON THE ANALOGY OF SUPPORT VECTOR REGRESSION AND FUZZY MODELS, A THREE-STEP MODEL REDUCTION ALGORITHM IS PROPOSED TO GET INTERPRETABLE FUZZY REGRESSION MODELS ON THE BASIS OF SUPPORT VECTOR REGRESSION. THE AUTHORS DEMONSTRATE REAL-WORLD USE OF THE ALGORITHMS WITH EXAMPLES TAKEN FROM PROCESS ENGINEERING, AND THEY SUPPORT THE TEXT WITH DOWNLOADABLE MATLAB CODE. THE BOOK IS SUITABLE FOR RESEARCHERS, GRADUATE STUDENTS AND PRACTITIONERS IN THE AREAS OF COMPUTATIONAL INTELLIGENCE AND MACHINE LEARNING DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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author	Kenesei, Tamás Abonyi, János 1974-
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spelling	Kenesei, Tamás Verfasser aut Interpretability of Computational Intelligence-Based Regression Models by Tamás Kenesei, János Abonyi Cham Springer 2015 1 Online Ressource (X, 82 Seiten) 48 Illustrationen txt rdacontent c rdamedia cr rdacarrier SpringerBriefs in Computer Science 2191-5768 Computer science Data mining Artificial intelligence Computational intelligence Computer Science Artificial Intelligence (incl. Robotics) Computational Intelligence Data Mining and Knowledge Discovery Informatik Künstliche Intelligenz Informatik (DE-588)4026894-9 gnd rswk-swf Support-Vektor-Maschine (DE-588)4505517-8 gnd rswk-swf Wissensextraktion (DE-588)4546354-2 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Informatik (DE-588)4026894-9 s Data Mining (DE-588)4428654-5 s Wissensextraktion (DE-588)4546354-2 s Neuronales Netz (DE-588)4226127-2 s Support-Vektor-Maschine (DE-588)4505517-8 s DE-604 Abonyi, János 1974- Verfasser (DE-588)133119246 aut Erscheint auch als Druckausgabe 978-3-319-21941-7 https://doi.org/10.1007/978-3-319-21942-4 Verlag URL des Erstveröffentlichers Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028632290&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028632290&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract
spellingShingle	Kenesei, Tamás Abonyi, János 1974- Interpretability of Computational Intelligence-Based Regression Models Computer science Data mining Artificial intelligence Computational intelligence Computer Science Artificial Intelligence (incl. Robotics) Computational Intelligence Data Mining and Knowledge Discovery Informatik Künstliche Intelligenz Informatik (DE-588)4026894-9 gnd Support-Vektor-Maschine (DE-588)4505517-8 gnd Wissensextraktion (DE-588)4546354-2 gnd Data Mining (DE-588)4428654-5 gnd Neuronales Netz (DE-588)4226127-2 gnd
subject_GND	(DE-588)4026894-9 (DE-588)4505517-8 (DE-588)4546354-2 (DE-588)4428654-5 (DE-588)4226127-2
title	Interpretability of Computational Intelligence-Based Regression Models
title_auth	Interpretability of Computational Intelligence-Based Regression Models
title_exact_search	Interpretability of Computational Intelligence-Based Regression Models
title_full	Interpretability of Computational Intelligence-Based Regression Models by Tamás Kenesei, János Abonyi
title_fullStr	Interpretability of Computational Intelligence-Based Regression Models by Tamás Kenesei, János Abonyi
title_full_unstemmed	Interpretability of Computational Intelligence-Based Regression Models by Tamás Kenesei, János Abonyi
title_short	Interpretability of Computational Intelligence-Based Regression Models
title_sort	interpretability of computational intelligence based regression models
topic	Computer science Data mining Artificial intelligence Computational intelligence Computer Science Artificial Intelligence (incl. Robotics) Computational Intelligence Data Mining and Knowledge Discovery Informatik Künstliche Intelligenz Informatik (DE-588)4026894-9 gnd Support-Vektor-Maschine (DE-588)4505517-8 gnd Wissensextraktion (DE-588)4546354-2 gnd Data Mining (DE-588)4428654-5 gnd Neuronales Netz (DE-588)4226127-2 gnd
topic_facet	Computer science Data mining Artificial intelligence Computational intelligence Computer Science Artificial Intelligence (incl. Robotics) Computational Intelligence Data Mining and Knowledge Discovery Informatik Künstliche Intelligenz Support-Vektor-Maschine Wissensextraktion Data Mining Neuronales Netz
url	https://doi.org/10.1007/978-3-319-21942-4 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028632290&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=028632290&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT keneseitamas interpretabilityofcomputationalintelligencebasedregressionmodels AT abonyijanos interpretabilityofcomputationalintelligencebasedregressionmodels

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