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liu han; gegov alexander; cocea mihaela - rule based systems for big data

Rule Based Systems for Big Data A Machine Learning Approach

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 08/2016
Edizione: Softcover reprint of the original 1st ed. 2016





Trama

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.





Sommario

Introduction.- Theoretical Preliminaries.- Generation of Classification Rules.- Simplification of Classification Rules.- Representation of Classification Rules.- Ensemble Learning Approaches.- Interpretability Analysis.










Altre Informazioni

ISBN:

9783319370279

Condizione: Nuovo
Collana: Studies in Big Data
Dimensioni: 235 x 155 mm Ø 2175 gr
Formato: Brossura
Illustration Notes:XIII, 121 p. 38 illus., 5 illus. in color.
Pagine Arabe: 121
Pagine Romane: xiii


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