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Information systems --- Data base management --- Periodicals --- Database management --- Bases de données --- 54.64 databases --- Gestion --- #ETEW:TSCAT --- #BA01105 --- #TS:WBIB --- #TS:WMAG --- 681.3 --- Computer science --- Information Technology --- Data Storage and Data Mining --- Database Design & Management --- General and Others --- Information Extraction, Retrieval and Filtering --- Information Science and Systems --- Mathematical Sciences --- Applied Mathematics --- Information Technology. --- Information Science and Systems. --- 681.3* / / / / / / / / / / / / / / / / / / / / / / / / / / / / --- Database management - Periodicals
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This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues. It goes beyond the traditional focus on data mining problems to introduce advanced data types such as text, time series, discrete sequences, spatial data, graph data, and social networks. Until now, no single book has addressed all these topics in a comprehensive and integrated way. The chapters of this book fall into one of three categories: Fundamental chapters: Data mining has four main problems, which correspond to clustering, classification, association pattern mining, and outlier analysis. These chapters comprehensively discuss a wide variety of methods for these problems. Domain chapters: These chapters discuss the specific methods used for different domains of data such as text data, time-series data, sequence data, graph data, and spatial data. Application chapters: These chapters study important applications such as stream mining, Web mining, ranking, recommendations, social networks, and privacy preservation. The domain chapters also have an applied flavor. Appropriate for both introductory and advanced data mining courses, Data Mining: The Textbook balances mathematical details and intuition. It contains the necessary mathematical details for professors and researchers, but it is presented in a simple and intuitive style to improve accessibility for students and industrial practitioners (including those with a limited mathematical background). Numerous illustrations, examples, and exercises are included, with an emphasis on semantically interpretable examples. Praise for Data Mining: The Textbook - “As I read through this book, I have already decided to use it in my classes. This is a book written by an outstanding researcher who has made fundamental contributions to data mining, in a way that is both accessible and up to date. The book is complete with theory and practical use cases. It’s a must-have for students and professors alike!" -- Qiang Yang, Chair of Computer Science and Engineering at Hong Kong University of Science and Technology "This is the most amazing and comprehensive text book on data mining. It covers not only the fundamental problems, such as clustering, classification, outliers and frequent patterns, and different data types, including text, time series, sequences, spatial data and graphs, but also various applications, such as recommenders, Web, social network and privacy. It is a great book for graduate students and researchers as well as practitioners." -- Philip S. Yu, UIC Distinguished Professor and Wexler Chair in Information Technology at University of Illinois at Chicago.
Computer Science. --- Data Mining and Knowledge Discovery. --- Pattern Recognition. --- Computer science. --- Data mining. --- Optical pattern recognition. --- Informatique --- Exploration de données (Informatique) --- Reconnaissance optique des formes (Informatique) --- Engineering & Applied Sciences --- Computer Science --- Pattern recognition. --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Optical data processing --- Pattern perception --- Perceptrons --- Visual discrimination --- 54.64 --- Pattern perception. --- Computers --- Computer Vision & Pattern Recognition. --- Design perception --- Pattern recognition --- Form perception --- Perception --- Figure-ground perception
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European Economic Community --- Congresses --- European Economic Community countries --- Morocco --- Pays de l'Union européenne --- Maroc --- Foreign economic relations --- Relations économiques extérieures --- 339.54 <64> --- 341.17 EU <64> --- 341.17 EC <64> --- 341.17 EC <64> Internationale organisaties. Regionale internationale organisaties--Marokko--EC --- 341.17 EC <64> Regionale associaties of unies van staten--Marokko--EC --- Internationale organisaties. Regionale internationale organisaties--Marokko--EC --- Regionale associaties of unies van staten--Marokko--EC --- 339.54 <64> Buitenlandse economische politiek. Buitenlandse handelspolitiek. Instrumentarium van de buitenlandse handel--Marokko --- Buitenlandse economische politiek. Buitenlandse handelspolitiek. Instrumentarium van de buitenlandse handel--Marokko --- CEE --- Evropeĭskiĭ Soi︠u︡z --- C.E.E. --- Communauté économique européenne --- Comunidad Económica Europea --- Comunità economica europea --- EEC --- EC --- Europäische Wirtschaftsgemeinschaft --- Europejska Wspólnota Gospodarcza --- Europese Economische Gemeenschap --- Európai Gazdasági Közösség --- EHS --- Kurapʻa Kyŏngje Kongdongchʻe --- Kurapʻa Kongdong Sijang --- EEG --- Evropeĭska ikonomicheska obshtnost --- Evropské hospodářské spolecenstvi --- Comunidade Económica Europeia --- EWG --- Europæiske økonomiske fællesskab --- EØF --- Koinē Agora --- EOK --- MCE --- Mercado Común Europeo --- Europeiske økonomiske fellesskap --- Evropeĭskoe ėkonomicheskoe soobshchestvo --- MEC --- Evropska ekonomska zaednica --- EZZ --- Common Market --- Marché commun --- EĖS --- Avrupa Ekonomik Topluluğu --- AET --- Müşterek Pazar --- Ortak Pazar --- Sūq al-Ūrūbbīyah al-Mushtarakah --- Mercado Comum --- Europaikē Oikonomikē Koinotēta --- Evropska gospodarska skupnost --- Mercato comune --- EEZ --- Evropska ekonomska zajednica --- Euroopan Yhteisö --- EY --- EIO --- Shuḳ ha-Eropi ha-meʼuḥad --- Suq Komuni --- Eurōpaïkē Koinotēta --- Comunidade Européia --- Mercado Comum Europeau --- Unia Europejska --- Koinotēta --- E.G. --- קהילה האירופית --- קהילייה האירופאית --- שוק הארופאי המשותף --- Evropeisku Félagsmarknaðin --- EF --- Congresses. --- Pays de l'Union européenne --- Relations économiques extérieures --- CEE (European Economic Community) --- C.E.E. (European Economic Community) --- EEC (European Economic Community)
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