TY - BOOK ID - 32935000 TI - Context-Aware Collaborative Prediction AU - Wu, Shu. AU - Liu, Qiang. AU - Wang, Liang. AU - Tan, Tieniu. PY - 2017 SN - 9811053731 9811053723 PB - Singapore : Springer Singapore : Imprint: Springer, DB - UniCat KW - Context-aware computing. KW - Computer science. KW - Data mining. KW - Information storage and retrieval. KW - Artificial intelligence. KW - Computer Science. KW - Information Storage and Retrieval. KW - Information Systems Applications (incl. Internet). KW - Data Mining and Knowledge Discovery. KW - Artificial Intelligence (incl. Robotics). KW - Context-aware pervasive systems KW - Context-awareness (Computer science) KW - Ubiquitous computing KW - Global system for mobile communications KW - Mobile computing KW - Sensor networks KW - Information storage and retrieva. KW - Artificial Intelligence. 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 - Bionics KW - Cognitive science KW - Digital computer simulation KW - Electronic data processing KW - Logic machines KW - Machine theory KW - Self-organizing systems KW - Simulation methods KW - Fifth generation computers KW - Neural computers 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 - Database searching KW - Information storage and retrieval systems. KW - Automatic data storage KW - Automatic information retrieval KW - Automation in documentation KW - Computer-based information systems KW - Data processing systems KW - Data storage and retrieval systems KW - Discovery systems, Information KW - Information discovery systems KW - Information processing systems KW - Information retrieval systems KW - Machine data storage and retrieval KW - Mechanized information storage and retrieval systems KW - Computer systems KW - Electronic information resources KW - Data libraries KW - Digital libraries KW - Information organization KW - Information retrieval 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:32935000 AB - This book presents two collaborative prediction approaches based on contextual representation and hierarchical representation, and their applications including context-aware recommendation, latent collaborative retrieval and click-through rate prediction. The proposed techniques offer significant improvements over current methods, the key determinants being the incorporated contextual representation and hierarchical representation. To provide a background to the core ideas presented, it offers an overview of contextual modeling and the theory of contextual representation and hierarchical representation, which are constructed for the joint interaction of entities and contextual information. The book offers a rich blend of theory and practice, making it a valuable resource for students, researchers and practitioners who need to construct systems of information retrieval, data mining and recommendation systems with contextual information. ER -