Holdings: Feature Selection for High-Dimensional Data

Feature Selection for High-Dimensional Data:

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Main Authors:	Bolón-Canedo, Verónica 1984- (Author), Sánchez-Maroño, Noelia (Author), Alonso-Betanzos, Amparo (Author)
Format:	Electronic eBook
Language:	English
Published:	Cham Springer 2015
Series:	Artificial Intelligence: Foundations, Theory, and Algorithms
Subjects:	Computer science Data structures (Computer science) Data mining Artificial intelligence Computer Science Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Data Structures Informatik Künstliche Intelligenz Hochdimensionale Daten Data Mining Merkmalsextraktion
Online Access:	BTU01 FHA01 FHI01 FHM01 FHN01 FKE01 FLA01 FRO01 UBG01 UBM01 UBR01 UBT01 UBW01 UER01 UPA01 Volltext Inhaltsverzeichnis Abstract
Physical Description:	1 Online-Ressource (XV, 147 Seiten) 16 illus., 8 illus. in color
ISBN:	9783319218588
ISSN:	2365-3051
DOI:	10.1007/978-3-319-21858-8

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Record in the Search Index

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adam_text	FEATURE SELECTION FOR HIGH-DIMENSIONAL DATA / BOLON-CANEDO, VERONICA : 2015 TABLE OF CONTENTS / INHALTSVERZEICHNIS INTRODUCTION TO HIGH-DIMENSIONALITY FOUNDATIONS OF FEATURE SELECTION EXPERIMENTAL FRAMEWORK CRITICAL REVIEW OF FEATURE SELECTION METHODS APPLICATION OF FEATURE SELECTION TO REAL PROBLEMS EMERGING CHALLENGES DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. FEATURE SELECTION FOR HIGH-DIMENSIONAL DATA / BOLON-CANEDO, VERONICA : 2015 ABSTRACT / INHALTSTEXT THIS BOOK OFFERS A COHERENT AND COMPREHENSIVE APPROACH TO FEATURE SUBSET SELECTION IN THE SCOPE OF CLASSIFICATION PROBLEMS, EXPLAINING THE FOUNDATIONS, REAL APPLICATION PROBLEMS AND THE CHALLENGES OF FEATURE SELECTION FOR HIGH-DIMENSIONAL DATA. THE AUTHORS FIRST FOCUS ON THE ANALYSIS AND SYNTHESIS OF FEATURE SELECTION ALGORITHMS, PRESENTING A COMPREHENSIVE REVIEW OF BASIC CONCEPTS AND EXPERIMENTAL RESULTS OF THE MOST WELL-KNOWN ALGORITHMS. THEY THEN ADDRESS DIFFERENT REAL SCENARIOS WITH HIGH-DIMENSIONAL DATA, SHOWING THE USE OF FEATURE SELECTION ALGORITHMS IN DIFFERENT CONTEXTS WITH DIFFERENT REQUIREMENTS AND INFORMATION: MICROARRAY DATA, INTRUSION DETECTION, TEAR FILM LIPID LAYER CLASSIFICATION AND COST-BASED FEATURES. THE BOOK THEN DELVES INTO THE SCENARIO OF BIG DIMENSION, PAYING ATTENTION TO IMPORTANT PROBLEMS UNDER HIGH-DIMENSIONAL SPACES, SUCH AS SCALABILITY, DISTRIBUTED PROCESSING AND REAL-TIME PROCESSING, SCENARIOS THAT OPEN UP NEW AND INTERESTING CHALLENGES FOR RESEARCHERS. THE BOOK IS USEFUL FOR PRACTITIONERS, RESEARCHERS AND GRADUATE STUDENTS IN THE AREAS OF MACHINE LEARNING AND DATA MINING DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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series2	Artificial Intelligence: Foundations, Theory, and Algorithms
spelling	Bolón-Canedo, Verónica 1984- Verfasser (DE-588)109648837X aut Feature Selection for High-Dimensional Data by Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos Cham Springer 2015 1 Online-Ressource (XV, 147 Seiten) 16 illus., 8 illus. in color txt rdacontent c rdamedia cr rdacarrier Artificial Intelligence: Foundations, Theory, and Algorithms 2365-3051 Computer science Data structures (Computer science) Data mining Artificial intelligence Computer Science Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Data Structures Informatik Künstliche Intelligenz Hochdimensionale Daten (DE-588)7862975-5 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Merkmalsextraktion (DE-588)4314440-8 gnd rswk-swf Data Mining (DE-588)4428654-5 s Hochdimensionale Daten (DE-588)7862975-5 s Merkmalsextraktion (DE-588)4314440-8 s DE-604 Sánchez-Maroño, Noelia Verfasser aut Alonso-Betanzos, Amparo Verfasser aut Erscheint auch als Druckausgabe 978-3-319-21857-1 https://doi.org/10.1007/978-3-319-21858-8 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=028632559&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=028632559&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract
spellingShingle	Bolón-Canedo, Verónica 1984- Sánchez-Maroño, Noelia Alonso-Betanzos, Amparo Feature Selection for High-Dimensional Data Computer science Data structures (Computer science) Data mining Artificial intelligence Computer Science Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Data Structures Informatik Künstliche Intelligenz Hochdimensionale Daten (DE-588)7862975-5 gnd Data Mining (DE-588)4428654-5 gnd Merkmalsextraktion (DE-588)4314440-8 gnd
subject_GND	(DE-588)7862975-5 (DE-588)4428654-5 (DE-588)4314440-8
title	Feature Selection for High-Dimensional Data
title_auth	Feature Selection for High-Dimensional Data
title_exact_search	Feature Selection for High-Dimensional Data
title_full	Feature Selection for High-Dimensional Data by Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
title_fullStr	Feature Selection for High-Dimensional Data by Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
title_full_unstemmed	Feature Selection for High-Dimensional Data by Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
title_short	Feature Selection for High-Dimensional Data
title_sort	feature selection for high dimensional data
topic	Computer science Data structures (Computer science) Data mining Artificial intelligence Computer Science Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Data Structures Informatik Künstliche Intelligenz Hochdimensionale Daten (DE-588)7862975-5 gnd Data Mining (DE-588)4428654-5 gnd Merkmalsextraktion (DE-588)4314440-8 gnd
topic_facet	Computer science Data structures (Computer science) Data mining Artificial intelligence Computer Science Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Data Structures Informatik Künstliche Intelligenz Hochdimensionale Daten Data Mining Merkmalsextraktion
url	https://doi.org/10.1007/978-3-319-21858-8 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028632559&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=028632559&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT boloncanedoveronica featureselectionforhighdimensionaldata AT sanchezmarononoelia featureselectionforhighdimensionaldata AT alonsobetanzosamparo featureselectionforhighdimensionaldata

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