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  • Machine Learning and Knowledge Discovery for Engineering Systems Health Managementby Ashok N. Srivastava; Jiawei Han

    CRC Press 2011; US$ 124.95

    Machine Learning and Knowledge Discovery for Engineering Systems Health Management presents state-of-the-art tools and techniques for automatically detecting, diagnosing, and predicting the effects of adverse events in an engineered system. With contributions from many top authorities on the subject, this volume is the first to bring together the... more...

  • Mining Heterogeneous Information Networksby Yizhou Sun; Jiawei Han

    Morgan & Claypool Publishers 2012; US$ 40.00

    Real world physical and abstract data objects are interconnected, forming gigantic, interconnected networks. By structuring these data objects and interactions between these objects into multiple types, such networks become semi-structured heterogeneous information networks. Most real world applications that handle big data, including interconnected... more...

  • Geographic Data Mining and Knowledge Discovery, Second Editionby Harvey J. Miller; Jiawei Han

    CRC Press 2009; US$ 109.95

    The Definitive Volume on Cutting-Edge Exploratory Analysis of Massive Spatial and Spatiotemporal Databases Since the publication of the first edition of Geographic Data Mining and Knowledge Discovery , new techniques for geographic data warehousing (GDW), spatial data mining, and geovisualization (GVis) have been developed. In addition, there... more...

  • Frequent Pattern Miningby Charu C. Aggarwal; Jiawei Han

    Springer International Publishing 2014; US$ 149.00

    This comprehensive reference consists of 18 chapters from prominent researchers in the field. Each chapter is self-contained, and synthesizes one aspect of frequent pattern mining. An emphasis is placed on simplifying the content, so that students and practitioners can benefit from the book. Each chapter contains a survey describing key research on... more...

  • Mining Latent Entity Structuresby Chi Wang; Jiawei Han

    Morgan & Claypool Publishers 2015; US$ 60.00

    The "big data" era is characterized by an explosion of information in the form of digital data collections, ranging from scientific knowledge, to social media, news, and everyone's daily life. Examples of such collections include scientific publications, enterprise logs, news articles, social media, and general web pages. Valuable knowledge about multi-typed... more...

  • Data Miningby Jiawei Han; Micheline Kamber; Jian Pei

    Elsevier Science 2006; US$ 16.95

    Our ability to generate and collect data has been increasing rapidly. Not only are all of our business, scientific, and government transactions now computerized, but the widespread use of digital cameras, publication tools, and bar codes also generate data. On the collection side, scanned text and image platforms, satellite remote sensing systems,... more...

  • Link Mining: Models, Algorithms, and Applicationsby Philip S. Yu; Jiawei Han; Christos Faloutsos

    Springer New York 2010; US$ 249.00

    This book offers detailed surveys and systematic discussion of models, algorithms and applications for link mining, focusing on theory and technique, and related applications: text mining, social network analysis, collaborative filtering and bioinformatics. more...

  • Data Miningby Jiawei Han; Micheline Kamber; Jian Pei

    Elsevier Science 2011; US$ 74.95

    Data Mining: Concepts and Techniques provides the concepts and techniques in processing gathered data or information, which will be used in various applications. Specifically, it explains data mining and the tools used in discovering knowledge from the collected data. This book is referred as the knowledge discovery from data (KDD). It focuses on the... more...

  • Outlier Detection for Temporal Databy Manish Gupta; Jing Gao; Charu Aggarwal; Jiawei Han

    Morgan & Claypool Publishers 2014; US$ 40.00

    Outlier (or anomaly) detection is a very broad field which has been studied in the context of a large number of research areas like statistics, data mining, sensor networks, environmental science, distributed systems, spatio-temporal mining, etc. Initial research in outlier detection focused on time series-based outliers (in statistics). Since then,... more...

  • Mining Software Specificationsby David Lo; Siau-Cheng Khoo; Jiawei Han; Chao Liu

    CRC Press 2011; US$ 106.95

    An emerging topic in software engineering and data mining, specification mining tackles software maintenance and reliability issues that cost economies billions of dollars each year. The first unified reference on the subject, Mining Software Specifications: Methodologies and Applications describes recent approaches for mining specifications of... more...