Data Mining Concepts and Techniques (The Morgan Kaufmann Series in Data Management Systems) by JiaweiHan, JianPei, 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."
"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(3rd Edition) Concepts and Techniques, Third Edition (The Morgan Kaufmann Series in Data Management Systems) by JiaweiHan, Micheline Kamber, JianPei Hardcover, 744 Pages, Published 2011 by Morgan Kaufmann ISBN-13: 978-0-12-381479-1, ISBN: 0-12-381479-0
"The increasing volume of data in modern business and science calls for more complex and sophisticated tools. Although advances in data mining technology have made extensive data collection much easier, it’s still always evolving and there is a constant need for new techniques and tools that can help us transform this data into useful information and knowledge. Since the previous edition’s publication, great advances have been made i ..."
"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(2nd Edition) Concepts and Techniques, Second Edition (The Morgan Kaufmann Series in Data Management Systems) by JiaweiHan, Micheline Kamber, JianPei Professor Hardcover, 800 Pages, Published 2005 by Morgan Kaufmann ISBN-13: 978-1-55860-901-3, ISBN: 1-55860-901-6
"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 ..."
"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 ..."
"Spatial trajectories have been bringing the unprecedented wealth to a variety of research communities. A spatial trajectory records the paths of a variety of moving objects, such as people who log their travel routes with GPS trajectories. The field of moving objects related research has become extremely active within the last few years, especially with all major database and data mining conferences and journals. Computing with Spatia ..."
"The group performs research and development of advanced machine learning
and data mining algorithms in support of NASA missions. He performs data
mining research in a number of areas in aviation safety and application domains
such as earth sciences to study global climate processes and astrophysics to
help characterize the largescale structure of the universe. Jiawei Han is a
professor of computer science at the University of Illin ..."
"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 ..."
"Idestam-Almquist, P. (1996) 'Efficient induction of recursive definitions by
structural analysis of saturations', in De Raedt, L. (ed.) Advances in ... 2nd ed.
Berlin: Springer- Verlag. Levi, G. and Sirovich, F. (1976) 'Generalized and-or
graphs'. Artificial Intelligence , 7: 243–59. Malerba, D., Semeraro, G. and Esposito
, F. (1997a) 'A multistrategy approach to learning multiple dependent concepts',
in Nakhaeizadeh, G. and Taylor, ..."
"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 ..."
Detecting Fake News on Social Media (Synthesis Lectures on Data Mining and Knowledge Discovery) by Kai Shu, Huan Liu, JiaweiHan Hardcover, 130 Pages, Published 2019 by Morgan & Claypool Publishers ISBN-13: 978-1-68173-584-9, ISBN: 1-68173-584-9
"In the past decade, social media has become increasingly popular for news consumption due to its easy access, fast dissemination, and low cost. However, social media also enables the wide propagation of "fake news," i.e., news with intentionally false information. Fake news on social media can have significant negative societal effects. Therefore, fake news detection on social media has recently become an emerging research area that is ..."
Exploiting the Power of Group Differences Using Patterns to Solve Data Analysis Problems (Synthesis Lectures on Data Mining and Knowledge Discovery) by Guozhu Dong, JiaweiHan, 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 ..."
"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 ..."
"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 ..."
"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 ..."