{"product_id":"dzeroski-saso-inductive-databases-and-constraint-based-data-mining-9781489982179","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.","brand":"Springer","offers":[{"title":"Default Title","offer_id":54647651270998,"sku":null,"price":0.0,"currency_code":"EUR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0925\/5829\/5382\/files\/product_image_9781489982179_1.jpg?v=1791040393","url":"https:\/\/www.momoxbooks.com\/de\/products\/dzeroski-saso-inductive-databases-and-constraint-based-data-mining-9781489982179","provider":"momox","version":"1.0","type":"link"}