Rule based systems for Big Data: a machine learning approach
Gespeichert in:
| 1. Verfasser: | |
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| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cham
Springer International Publishing
[2016]
|
| Schriftenreihe: | Studies in Big Data
volume 13 |
| Schlagworte: | |
| Online-Zugang: | BTU01 FAB01 FAW01 FHA01 FHI01 FHN01 FHR01 FKE01 FRO01 FWS01 FWS02 UBY01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online Ressource (xiii, 121 p. 38 illus., 5 illus. in color) |
| ISBN: | 9783319236964 |
| DOI: | 10.1007/978-3-319-23696-4 |
Internformat
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Datensatz im Suchindex
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| adam_text | RULE BASED SYSTEMS FOR BIG DATA
/ LIU, HAN
: 2016
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
THEORETICAL PRELIMINARIES
GENERATION OF CLASSIFICATION RULES
SIMPLIFICATION OF CLASSIFICATION RULES
REPRESENTATION OF CLASSIFICATION RULES
ENSEMBLE LEARNING APPROACHES
INTERPRETABILITY ANALYSIS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
RULE BASED SYSTEMS FOR BIG DATA
/ LIU, HAN
: 2016
ABSTRACT / INHALTSTEXT
THE IDEAS INTRODUCED IN THIS BOOK EXPLORE THE RELATIONSHIPS AMONG RULE
BASED SYSTEMS, MACHINE LEARNING AND BIG DATA. RULE BASED SYSTEMS ARE
SEEN AS A SPECIAL TYPE OF EXPERT SYSTEMS, WHICH CAN BE BUILT BY USING
EXPERT KNOWLEDGE OR LEARNING FROM REAL DATA. THE BOOK FOCUSES ON THE
DEVELOPMENT AND EVALUATION OF RULE BASED SYSTEMS IN TERMS OF ACCURACY,
EFFICIENCY AND INTERPRETABILITY. IN PARTICULAR, A UNIFIED FRAMEWORK FOR
BUILDING RULE BASED SYSTEMS, WHICH CONSISTS OF THE OPERATIONS OF RULE
GENERATION, RULE SIMPLIFICATION AND RULE REPRESENTATION, IS PRESENTED.
EACH OF THESE OPERATIONS IS DETAILED USING SPECIFIC METHODS OR
TECHNIQUES. IN ADDITION, THIS BOOK ALSO PRESENTS SOME ENSEMBLE LEARNING
FRAMEWORKS FOR BUILDING ENSEMBLE RULE BASED SYSTEMS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Liu, Han |
| author_facet | Liu, Han |
| author_role | aut |
| author_sort | Liu, Han |
| author_variant | h l hl |
| building | Verbundindex |
| bvnumber | BV043211694 |
| collection | ZDB-2-ENG |
| ctrlnum | (OCoLC)923655949 (DE-599)BVBBV043211694 |
| dewey-full | 006.3 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3 |
| dewey-search | 006.3 |
| dewey-sort | 16.3 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| doi_str_mv | 10.1007/978-3-319-23696-4 |
| format | Electronic eBook |
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| illustrated | Not Illustrated |
| indexdate | 2024-08-01T12:12:10Z |
| institution | BVB |
| isbn | 9783319236964 |
| language | English |
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| series | Studies in Big Data |
| series2 | Studies in Big Data |
| spellingShingle | Liu, Han Rule based systems for Big Data a machine learning approach Studies in Big Data Engineering Data mining Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Ingenieurwissenschaften Künstliche Intelligenz |
| title | Rule based systems for Big Data a machine learning approach |
| title_auth | Rule based systems for Big Data a machine learning approach |
| title_exact_search | Rule based systems for Big Data a machine learning approach |
| title_full | Rule based systems for Big Data a machine learning approach Han Liu, Alexander Gegov, Mihaela Cocea |
| title_fullStr | Rule based systems for Big Data a machine learning approach Han Liu, Alexander Gegov, Mihaela Cocea |
| title_full_unstemmed | Rule based systems for Big Data a machine learning approach Han Liu, Alexander Gegov, Mihaela Cocea |
| title_short | Rule based systems for Big Data |
| title_sort | rule based systems for big data a machine learning approach |
| title_sub | a machine learning approach |
| topic | Engineering Data mining Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Ingenieurwissenschaften Künstliche Intelligenz |
| topic_facet | Engineering Data mining Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Ingenieurwissenschaften Künstliche Intelligenz |
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