TY - BOOK ID - 14472602 TI - Data Mining and Constraint Programming : Foundations of a Cross-Disciplinary Approach AU - Bessiere, Christian. AU - De Raedt, Luc. AU - Kotthoff, Lars. AU - Nijssen, Siegfried. AU - O'Sullivan, Barry. AU - Pedreschi, Dino. PY - 2016 SN - 3319501372 3319501364 PB - Cham : Springer International Publishing : Imprint: Springer, DB - UniCat KW - Computer science. KW - Algorithms. KW - Database management. KW - Data mining. KW - Artificial intelligence. KW - Computer simulation. KW - Computer Science. KW - Artificial Intelligence (incl. Robotics). KW - Information Systems Applications (incl. Internet). KW - Simulation and Modeling. KW - Algorithm Analysis and Problem Complexity. KW - Database Management. KW - Data Mining and Knowledge Discovery. KW - Computer modeling KW - Computer models KW - Modeling, Computer KW - Models, Computer KW - Simulation, Computer KW - AI (Artificial intelligence) KW - Artificial thinking KW - Electronic brains KW - Intellectronics KW - Intelligence, Artificial KW - Intelligent machines KW - Machine intelligence KW - Thinking, Artificial KW - Algorithmic knowledge discovery KW - Factual data analysis KW - KDD (Information retrieval) KW - Knowledge discovery in data KW - Knowledge discovery in databases KW - Mining, Data KW - Data base management KW - Data services (Database management) KW - Database management services KW - DBMS (Computer science) KW - Generalized data management systems KW - Services, Database management KW - Systems, Database management KW - Systems, Generalized database management KW - Algorism KW - Informatics KW - Electromechanical analogies KW - Mathematical models KW - Simulation methods KW - Model-integrated computing KW - Bionics KW - Cognitive science KW - Digital computer simulation KW - Electronic data processing KW - Logic machines KW - Machine theory KW - Self-organizing systems KW - Fifth generation computers KW - Neural computers KW - Database searching KW - Algebra KW - Arithmetic KW - Science KW - Foundations KW - Computer software. KW - Artificial Intelligence. KW - Software, Computer KW - Computer systems KW - Application software. KW - Application computer programs KW - Application computer software KW - Applications software KW - Apps (Computer software) KW - Computer software UR - https://www.unicat.be/uniCat?func=search&query=sysid:14472602 AB - A successful integration of constraint programming and data mining has the potential to lead to a new ICT paradigm with far reaching implications. It could change the face of data mining and machine learning, as well as constraint programming technology. It would not only allow one to use data mining techniques in constraint programming to identify and update constraints and optimization criteria, but also to employ constraints and criteria in data mining and machine learning in order to discover models compatible with prior knowledge. This book reports on some key results obtained on this integrated and cross- disciplinary approach within the European FP7 FET Open project no. 284715 on “Inductive Constraint Programming” and a number of associated workshops and Dagstuhl seminars. The book is structured in five parts: background; learning to model; learning to solve; constraint programming for data mining; and showcases. . ER -