{"product_id":"inductive-databases-and-constraint-based-data-mining-9781441977373","title":"Inductive Databases and Constraint-Based Data Mining","description":"\u003cp\u003e • Author(s): Saso Dzeroski\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Data Science - Data Analytics\u003c\/p\u003e\u003cp\u003e\u003c\/p\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","brand":"Springer","offers":[{"title":"Hardcover","offer_id":45284534190231,"sku":"9781441977373","price":7277.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781441977373.webp?v=1769281487","url":"https:\/\/atlanticbooks.com\/products\/inductive-databases-and-constraint-based-data-mining-9781441977373","provider":"Atlantic Books","version":"1.0","type":"link"}