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Data Mining
Concepts and Techniques (The Morgan Kaufmann Series in Data Management Systems)
by Jiawei Han, Jian Pei, Hanghang Tong, Han Et Al
Paperback, 752 Pages, Published 2022 by Elsevier Science & Technology, San Francisco
ISBN-13: 978-0-12-811760-6, ISBN: 0-12-811760-5

"Specifically, it explains data mining and the tools used in discovering knowledge from collected data, known as KDD. The book focuses on the feasibility, usefulness, effectiveness and scalability of techniques of large datasets."






The Morgan Kaufmann Series in Data Management Systems Ser.(3rd Edition)
Data Mining: Concepts and Techniques : Concepts and Techniques
by Jiawei Han, Micheline Kamber, Jian Pei
Paperback, 744 Pages, Published 2011 by Morgan Kaufmann
ISBN-13: 978-0-12-381480-7, ISBN: 0-12-381480-4

"Data Mining: Concepts and Techniquesprovides 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 feasibility, usefulness, effectiveness, and scalability of techniques of large data sets ..."






Data Mining, the Morgan Kaufmann Ser. in Data Management Systems(2nd Edition)
Data Mining : Concepts and Techniques
by Jiawei Han, Micheline Kamber, Jian Pei
Paperback, 800 Pages, Published 2006 by Morgan Kaufmann
ISBN-13: 978-0-08-047558-5, ISBN: 0-08-047558-2

"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, and the World Wide Web have flooded us with a tremendous amount of data. This explosive gr ..."






Data Mining Restricted International Edition(2nd Edition)
Concepts and Techniques, Second Edition (The Morgan Kaufmann Series in Data Management Systems)
by Jiawei Han, Micheline Kamber, Jian Pei Professor, Morgan Kaufmann
Paperback, 798 Pages, Published 2006 by Morgan Kaufmann
International Edition
ISBN-13: 978-0-12-373905-6, ISBN: 0-12-373905-5

"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, and the World Wide Web have flooded us with a tremendous amount of data. This explosive gr ..."






Exploiting the Power of Group Differences
Using Patterns to Solve Data Analysis Problems (Synthesis Lectures on Data Mining and Knowledge Discovery)
by Guozhu Dong, Jiawei Han, Lise Getoor
Paperback, 148 Pages, Published 2019 by Morgan & Claypool Publishers
ISBN-13: 978-1-68173-502-3, ISBN: 1-68173-502-4

"This book presents pattern-based problem-solving methods for a variety of machine learning and data analysis problems. The methods are all based on techniques that exploit the power of group differences. They make use of group differences represented using emerging patterns (aka contrast patterns), which are patterns that match significantly different numbers of instances in different data groups. A large number of applications outside ..."






Next Generation of Data Mining(1st Edition)
(Chapman & Hall/Crc Data Mining and Knowledge Discovery Series)
by Hillol Kargupta, Jiawei Han, Philip S. Yu, Rajeev Motwani, Vipin Kumar
Paperback, 601 Pages, Published 2019 by Chapman And Hall/Crc
ISBN-13: 978-0-367-38605-4, ISBN: 0-367-38605-4

"Drawn from the US National Science Foundation’s Symposium on Next Generation of Data Mining and Cyber-Enabled Discovery for Innovation (NGDM 07), Next Generation of Data Mining explores emerging technologies and applications in data mining as well as potential challenges faced by the field.Gathering perspectives from top experts across different disciplines, the book debates upcoming challenges and outlines computational methods. The co ..."






Mining Structures of Factual Knowledge from Text
An Effort-light Approach (Synthesis Lectures on Data Mining and Knowledge Discovery)
by Jiawei Han, Xiang Ren, Lise Getoor, Wei Wang, Johannes Gehrke, Robert Grossman
Paperback, 199 Pages, Published 2018 by Morgan & Claypool
ISBN-13: 978-1-68173-392-0, ISBN: 1-68173-392-7

"The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures from massive text data, without extensive human annotation and labeling. In this book, we investigate the principles and methodologies of mining structures of factual knowledge (e.g., entities and their relationships) from massive, unstructured text corpora. Departing from many exi ..."






Individual and Collective Graph Mining
Principles, Algorithms, and Applications (Synthesis Lectures on Data Mining and Knowledge Discovery)
by Danai Koutra, Christos Faloutsos, Jiawei Han, Lise Getoor, Wei Wang
Paperback, 206 Pages, Published 2017 by Morgan & Claypool
ISBN-13: 978-1-68173-039-4, ISBN: 1-68173-039-1

"Graphs naturally represent information ranging from links between web pages, to communication in email networks, to connections between neurons in our brains. These graphs often span billions of nodes and interactions between them. Within this deluge of interconnected data, how can we find the most important structures and summarize them? How can we efficiently visualize them? How can we detect anomalies that indicate critical events, s ..."






Mining Software Specifications(1st Edition)
Methodologies and Applications (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
by David Lo, Siau-Cheng Khoo, Jiawei Han, Chao Liu
Paperback, 460 Pages, Published 2017 by Crc Press
ISBN-13: 978-1-138-11490-6, ISBN: 1-138-11490-1

"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 software systems. Experts in the field illustrate how to apply state-of-the-art data mining a ..."






Essentials of Pattern Mining(1st Edition)
(Synthesis Lectures on Data Mining and Knowledge Discovery)
by Siegfried Nijssen, Luc De Raedt, Albrecht Zimmermann, Bjorn Bringmann, Bjoern Bringmann, Jiawei Han, Lise Getoor, Wei Wang, Johannes Gehrke
Paperback, 100 Pages, Published 2016 by Morgan & Claypool
ISBN-13: 978-1-60845-722-9, ISBN: 1-60845-722-2

"Knowledge Discovery from Databases (KDD) and Data Mining (DM) are general terms for a research area that deals with constructing models from data for predictive, descriptive, or summarizing purposes. Existing text books provide a broad overview of these problems and usually devote most attention to topics such as clustering and classification. Their discussions of pattern mining are often restricted to the basics of itemset mining and a ..."






Link Mining
Models, Algorithms, and Applications
by Philip S. Yu, Christos Faloutsos, Jiawei Han
Paperback, 586 Pages, Published 2014 by Springer
ISBN-13: 978-1-4939-0147-0, ISBN: 1-4939-0147-8

"Wewouldliketoconveyourappreciationtoallauthorsfortheirvaluablec- tributions. WewouldalsoliketoacknowledgethatthisworkissupportedbyNSF throughgrantsIIS-0905215, IIS-0914934, andDBI-0960443. Chicago, Illinois PhilipS. Yu Urbana-Champaign, Illinois JiaweiHan Pittsburgh, Pennsylvania ChristosFaloutsos v Contents Part I Link-Based Clustering 1 Machine Learning Approaches to Link-Based Clustering. . . . . . . . . . . 3 Zhongfei(Mark)Zhang, Bo ..."






Provenance Data in Social Media
(Synthesis Lectures on Data Mining and Knowledge Discovery)
by Geoffrey Barbier, Huan Liu, Zhuo Feng, Pritam Gundecha, Jiawei Han, Lise Getoor, Wei Wang, Johannes Gehrke, Robert Grossman
Paperback, 84 Pages, Published 2013 by Morgan & Claypool Publishers
ISBN-13: 978-1-60845-783-0, ISBN: 1-60845-783-4

"Social media shatters the barrier to communicate anytime anywhere for people of all walks of life. The publicly available, virtually free information in social media poses a new challenge to consumers who have to discern whether a piece of information published in social media is reliable. For example, it can be difficult to understand the motivations behind a statement passed from one user to another, without knowing the person who ori ..."






Proceedings of the Second Siam International Conference on Data Mining(108th Edition)
Arlington, Virginia, 2002
by Robert Grossman, Vipin Kumar, Jiawei Han, Rajeev Motwani, Heikki Mannila
Paperback, 599 Pages, Published 2002 by Society For Industrial & Applied
ISBN-13: 978-0-89871-517-0, ISBN: 0-89871-517-2

"With the rapid progress in high performance computers, database systems, data warehouse systems, remote sensing, telecommunication systems, data collection tools, data storage devices, and the world wide web, the amount of data being collected and made available has grown rapidly, far exceeding the capability of scientists, engineers, and business analysts to analyze it. Without new algorithms and innovative applications, most of these ..."






Phrase Mining from Massive Text and Its Applications
(Synthesis Lectures on Data Mining and Knowledge Discovery)
by Jiawei Han, Jialu Liu, Jingbo Shang
Paperback, 90 Pages, Published 2017 by Morgan & Claypool Publishers
ISBN-13: 978-1-62705-898-8, ISBN: 1-62705-898-2

"A lot of digital ink has been spilled on "big data" over the past few years. Most of this surge owes its origin to the various types of unstructured data in the wild, among which the proliferation of text-heavy data is particularly overwhelming, attributed to the daily use of web documents, business reviews, news, social posts, etc., by so many people worldwide.A core challenge presents itself: How can one efficiently and effectively tu ..."






Mining Latent Entity Structures
(Synthesis Lectures on Data Mining and Knowledge Discovery)
by Chi Wang, Jiawei Han
Paperback, 159 Pages, Published 2015 by Morgan & Claypool
ISBN-13: 978-1-62705-660-1, ISBN: 1-62705-660-2

"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 entities is often hidden in the unstructured or loosely structured, interconn ..."






Outlier Detection for Temporal Data
(Synthesis Lectures on Data Mining and Knowledge Discovery)
by Manish Gupta, Jing Gao, Charu Aggarwal, Jiawei Han, And Gao, And Aggarwal
Paperback, 130 Pages, Published 2014 by Morgan & Claypool Publishers
ISBN-13: 978-1-62705-375-4, ISBN: 1-62705-375-1

"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, outlier detection has been studied on a large variety of data types including high-dimen ..."






Mining Heterogeneous Information Networks(1st Edition)
Principles and Methodologies (Synthesis Lectures on Data Mining and Knowledge Discovery)
by Yizhou Sun, Jiawei Han
Paperback, 160 Pages, Published 2012 by Morgan & Claypool Publishers
ISBN-13: 978-1-60845-880-6, ISBN: 1-60845-880-6

"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 social media and social networks, scientific, engineering, or medical information system ..."






Data Mining
Know It All: Know It All
by Soumen Chakrabarti, Earl Cox, Eibe Frank, Ralf Hartmut Güting, Jiawei Han, Xia Jiang, Micheline Kamber, Sam S. Lightstone, Thomas P. Nadeau, Richard E. Neapolitan, Dorian Pyle, Mamdouh Refaat, Markus Schneider, Toby J. Teorey, Ian H. Witten
Paperback, 480 Pages, Published 2008 by Morgan Kaufmann
ISBN-13: 978-0-08-087788-4, ISBN: 0-08-087788-5

"This book brings all of the elements of data mining together in a single volume, saving the reader the time and expense of making multiple purchases. It consolidates both introductory and advanced topics, thereby covering the gamut of data mining and machine learning tactics ? from data integration and pre-processing, to fundamental algorithms, to optimization techniques and web mining methodology.The proposed book expertly combines the ..."






Data Mining(2nd Edition)
by Jiawei Han, Micheline Kamber
Paperback, Published 2006 by Morgan Kaufmann Publishers Inc,Us
ISBN-13: 978-0-12-373584-3, ISBN: 0-12-373584-X

"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, and the World Wide Web have flooded us with a tremendous amount of data. This explosive gr ..."






Fifth IEEE International Conference on Data Mining
ICDM 2005 : Proceedings : 27-30 November, 2005, Houston, Texas
by Jiawei Han
Paperback, 750 Pages, Published 2005 by Ieee Computer Society Press,U.S.
ISBN-13: 978-0-7695-2278-4, ISBN: 0-7695-2278-5

"ICDM 2005 focuses on new research challenges and initiatives, and covers emerging data mining technologies and the state-of-the-art of data mining developments."



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