{"product_id":"inductive-databases-and-constraint-based-data-mining-von-saso-dzeroski-bart-goethals-pane-panov-hrsg","title":"Inductive Databases and Constraint-Based Data Mining","description":"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.\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781489982179\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9781489982179","offer_id":39416931713117,"sku":"9781489982179","price":106.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/cac40c0c-db61-4847-86ff-673e0ab29826.jpg?v=1775275973","url":"https:\/\/shop.autorenwelt.de\/products\/inductive-databases-and-constraint-based-data-mining-von-saso-dzeroski-bart-goethals-pane-panov-hrsg","provider":"Autorenwelt Shop","version":"1.0","type":"link"}