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Inductive Databases and Constraint-Based Data Mining by Pance Panov, Saso Dzeroski, Bart Goethals (Hardcover, 2010)

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Product Information

This book is about inductive databases and constraint-based data mining, emerging research topics lying at the intersection of data mining and database research. The aim of the book as to provide an overview of the state-of- the art in this novel and - citing research area. Of special interest are the recent methods for constraint-based mining of global models for prediction and clustering, the uni?cation of pattern mining approaches through constraint programming, the clari?cation of the re- tionship between mining local patterns and global models, and the proposed in- grative frameworks and approaches for inducive databases. On the application side, applications to practically relevant problems from bioinformatics are presented. Inductive databases (IDBs) represent a database view on data mining and kno- edge discovery. IDBs contain not only data, but also generalizations (patterns and models) valid in the data. In an IDB, ordinary queries can be used to access and - nipulate data, while inductive queries can be used to generate (mine), manipulate, and apply patterns and models. In the IDB framework, patterns and models become ?rst-class citizens and KDD becomes an extended querying process in which both the data and the patterns/models that hold in the data are queried.

Product Identifiers

Publisher
Springer-Verlag New York Inc.
ISBN-13
9781441977373
eBay Product ID (ePID)
106412416

Product Key Features

Author
Pance Panov, Saso Dzeroski, Bart Goethals
Publication Name
Inductive Databases and Constraint-Based Data Mining
Format
Hardcover
Language
English
Subject
Medicine, Engineering & Technology, Computer Science
Publication Year
2010
Type
Textbook
Number of Pages
456 Pages

Dimensions

Item Height
235mm
Item Width
155mm
Item Weight
1850g

Additional Product Features

Country/Region of Manufacture
United States
Editor
Saso Dzeroski, Bart Goethals, Pance Panov

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Inductive Databases and Constraint-Based Data Mining by Pance Panov, Saso Dzeroski, Bart Goethals (Hardcover, 2010)

About this product

Product Information

Product Identifiers

Product Key Features

Dimensions

Additional Product Features

Best Selling in Adult Learning & University

Permaculture: A Designer's Manual by Bill Mollison (Hardcover, 1988)

Australian Native Bee Book: Keeping Stingless Bee Hives for Pets, Pollination and Sugarbag Honey by Tim Heard (Paperback, 2015)

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The Hundred Years' War on Palestine: A History of Settler Colonial Conquest and Resistance by Rashid I. Khalidi (Paperback, 2020)

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