{"product_id":"9781441977373","title":"Inductive Databases and Constraint-Based Data Mining","description":"\u003ch1\u003eInductive Databases and Constraint-Based Data Mining\u003c\/h1\u003e \u003ch2\u003eDžeroski, Sašo; Goethals, Bart; Panov, Panče\u003c\/h2\u003e \u003cp\u003eThis 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.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2010-11-02\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9781441977373\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-1-4419-7738-0\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 456\u003c\/p\u003e ","brand":"Springer New York","offers":[{"title":"Default Title","offer_id":47396748263564,"sku":"9781441977373","price":98.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781441977373.jpg?v=1775773321","url":"https:\/\/lateknightbooks.com\/products\/9781441977373","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}