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Books by Guozhu Dong






Feature Engineering for Machine Learning and Data Analytics
(Chapman & Hall/CRC Data Mining and Knowledge Discovery)
by Guozhu Dong
Paperback, Published 2020 by Crc Press
ISBN-13: 978-0-367-57185-6, ISBN: 0-367-57185-4






Sequence Data Mining
(Advances in Database Systems)
by Guozhu Dong, Jian Pei
Hardcover, 150 Pages, Published 2007 by Springer
ISBN-13: 978-0-387-69936-3, ISBN: 0-387-69936-8

"Understanding sequence data, and the ability to utilize this hidden knowledge, will create a significant impact on many aspects of our society. Examples of sequence data include DNA, protein, customer purchase history, web surfing history, and more. This book provides thorough coverage of the existing results on sequence data mining as well as pattern types and associated pattern mining methods. It offers balanced coverage on data minin ..."






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, Wei Wang, Johannes Gehrke, Robert Grossman
Hardcover, 148 Pages, Published 2019 by Morgan & Claypool Publishers
ISBN-13: 978-1-68173-504-7, ISBN: 1-68173-504-0

"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 ..."






Feature Engineering for Machine Learning and Data Analytics(1st Edition)
(Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
by Guozhu Dong, Huan Liu
Hardcover, 418 Pages, Published 2018 by Crc Press
ISBN-13: 978-1-138-74438-7, ISBN: 1-138-74438-7

"Feature engineering plays a vital role in big data analytics. Machine learning and data mining algorithms cannot work without data. Little can be achieved if there are few features to represent the underlying data objects, and the quality of results of those algorithms largely depends on the quality of the available features. Feature Engineering for Machine Learning and Data Analytics provides a comprehensive introduction to feature eng ..."






Contrast Data Mining
Concepts, Algorithms, and Applications (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
by Guozhu Dong, James Bailey, Jinyan Li, Dr James Bailey
Hardcover, 434 Pages, Published 2012 by Chapman And Hall/Crc
ISBN-13: 978-1-4398-5432-7, ISBN: 1-4398-5432-7

"A Fruitful Field for Researching Data Mining Methodology and for Solving Real-Life ProblemsContrast Data Mining: Concepts, Algorithms, and Applications collects recent results from this specialized area of data mining that have previously been scattered in the literature, making them more accessible to researchers and developers in data mining and other fields. The book not only presents concepts and techniques for contrast data mining, ..."






Success Factor X
Inspiration, Wisdom, and Advice from 50 of America's Best
by Jill Liberman, Sean Kanan, Guozhu Dong, Jiawei Han, Lise Getoor, Wei Wang, Johannes Gehrke
Hardcover, 176 Pages, Published 2019 by Plain Sight
ISBN-13: 978-1-4621-3607-0, ISBN: 1-4621-3607-9

"What is that elusive quality, that X factor that makes some people wildly successful? By asking some of the most notable leaders in the world, actor, author, and producer Sean Kanan and entrepreneur, author, and motivational speaker Jill Liberman might just have found the answers. In this compilation, sit at the feet of Tony Robbins, Mark Cuban, Jason Alexander, Sara Blakely, Don King, and more to learn the truth about success."






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 ..."






Feature Engineering for Machine Learning and Data Analytics
by Guozhu Dong, Huan Liu
400 Pages, Published 2018 by Crc Press
ISBN-13: 978-1-351-72126-4, ISBN: 1-351-72126-7

"Xinli Yang, David Lo, Xin Xia, Yun Zhang, and Jianling Sun. Deep learning for just-intime defect prediction. In Software Quality, Reliability and Security (QRS), 2015 IEEE International Conference on, pages 1726. IEEE, 2015. Yibiao Yang, Yuming Zhou, Jinping Liu, Yangyang Zhao, Hongmin Lu, Lei Xu, Baowen Xu, and Hareton Leung. Effort-aware just-in-time defect prediction: Simple unsupervised models could be better than supervised mo ..."






Chapman and Hall/CRC Data Mining and Knowledge Discovery
Contrast Data Mining : Concepts, Algorithms, and Applications
by Guozhu Dong, James Bailey
434 Pages, Published 2016 by Crc Press
ISBN-13: 978-1-4398-5433-4, ISBN: 1-4398-5433-5

"ing AP and DN, JEP(AP, DN). Let ~ C, R = be the border of the original JEP space. We can obtain the border of the updated JEP space in two steps: Step 1. Discover the border of the JEP space contrasting AP and D.N. Let ~ C', 'R' > denote the resulting border. Step 2. Apply the border union operation (Figure 7.9) on < C, R = and < C', 'R' >. Insertion of New Negative Instances: Suppose a set of new negative instances, AN, is inserte ..."






Advances in Database Systems Ser.
Sequence Data Mining
by Guozhu Dong, Jian Pei
150 Pages, Published 2007 by Springer Science & Business Media
ISBN-13: 978-0-387-69937-0, ISBN: 0-387-69937-6

"Guozhu Dong, Jian Pei. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. ... J. Han, W. Gong, and Y. Yin. Mining segment-wise periodic patterns in ... J. Han, J. Pei, B. Mortazavi-Asl, Q. Chen, U. Dayal, and M.-C. Hsu. FreeSpan: Frequent pattern- projected ..."






Synthesis Lectures on Data Mining and Knowledge Discovery Ser.
Exploiting the Power of Group Differences : Using Patterns to Solve Data Analysis Problems
by Guozhu Dong
146 Pages, Published 2019 by Morgan & Claypool Publishers
ISBN-13: 978-1-68173-503-0, ISBN: 1-68173-503-2

"[115] Jinyan Li, Haiquan Li, Limsoon Wong, Jian Pei, and Guozhu Dong. Minimum description length principle: Generators are preferable to closed patterns. In AAAI Conference on Artificial Intelligence, pages 409–414, 2006. 13 [ 116] Jinyan ..."






Feature Engineering for Machine Learning and Data Analytics
by Guozhu Dong, Huan Liu
400 Pages, Published 2018 by Crc Press
ISBN-13: 978-1-351-72127-1, ISBN: 1-351-72127-5

"[79] [80] [81] [82] [83] [84] [85] [86] [87] [88] Wenbo Wang, Lu Chen, Krishnaprasad Thirunarayan, and Amit P Sheth. Harnessing twitter “big data” for automatic emotion identification. In Privacy, Security, Risk and Trust (PASSAT), 2012 International Conference on and 2012 International Conference on Social Computing (SocialCom), pages 587–592. IEEE, 2012. Wenbo Wang, Lu Chen, Krishnaprasad Thirunarayan, and Amit P. Sheth. Cursing ..."






Contrast Data Mining
Concepts, Algorithms, and Applications
by Guozhu Dong
Published 2012
ISBN-13: 978-1-299-99287-0, ISBN: 1-299-99287-0






Advances in Database Systems Ser.
Sequence Data Mining
by Jian Pei, Guozhu Dong
Published 2010
ISBN-13: 978-1-281-10825-8, ISBN: 1-281-10825-1






(Reprint)
[ Sequence Data Mining[ SEQUENCE DATA MINING ] By Dong, Guozhu ( Author )Nov-23-2010 Paperback
by Guozhu Dong, Jian Pei Ph.
Paperback, 168 Pages, Published 2010 by Springer
ISBN-13: 978-1-4419-4352-1, ISBN: 1-4419-4352-8

"Understanding sequence data, and the ability to utilize this hidden knowledge, will create a significant impact on many aspects of our society. Examples of sequence data include DNA, protein, customer purchase history, web surfing history, and more. This book provides thorough coverage of the existing results on sequence data mining as well as pattern types and associated pattern mining methods. It offers ..."






Advances in Web-Age Information Management
4th International Conference, WAIM 2003, Chengdu, China, August 17-19, 2003, Proceedings (Lecture Notes in Computer Science)
by Guozhu Dong, Chanjie Tang, Wei Wang, Waim 2003
Paperback, 516 Pages, Published 2003 by Springer
ISBN-13: 978-3-540-40715-7, ISBN: 3-540-40715-4

"With advances in the Internet and technologies around the World-Wide Web, research on design, implementation, and management of Internet- and W- based information systems has become increasingly important. As more and more information of diverse type becomes available on the Internet and Web, query and retrieval as well as the management of information over the Internet become more complex and extremely di?cult. Novel approaches to deve ..."






Advances in Data and Web Management
Joint 9th Asia-Pacific Web Conference, APWeb 2007, and 8th International Conference on Web-Age Information ... Applications, incl. Internet/Web, and HCI)
by Guozhu Dong, Xuemin Lin, Wei Wang, Yun Yang, Jeffrey Xu Yu
Paperback, 898 Pages, Published 2007 by Springer
ISBN-13: 978-3-540-72483-4, ISBN: 3-540-72483-4

"The rapid prevalence of Web applications requires new technologies for the - sign, implementation and management of Web-based information systems, and for the management and analysis of information on the Web. The joint AP- Web/WAIM 2007 conference, combining the traditions of APWeb and WAIM conferences, wasaninternationalforumforresearchers, practitioners, developers and users to share and exchange cutting-edge ideas, results, experien ..."






Advances in Web-Age Information Management
by Guozhu Dong, Chanjie Tang, Wei Wang
532 Pages, Published 2014
ISBN-13: 978-3-662-17594-1, ISBN: 3-662-17594-0






Lecture Notes in Computer Science Ser.
Advances in Data and Web Management : Joint 9th Asia-Pacific Web Conference, APWeb 2007, and 8th International Conference on Web-Age Information Management, WAIM 2007, Huang Shan, China, June 16-18, 2007; Proceedings 4505
by Guozhu Dong, Xuemin Lin, Wei Wang, Yun Yang, Jeffrey Xu Yu
898 Pages, Published 2007 by Springer
ISBN-13: 978-3-540-72524-4, ISBN: 3-540-72524-5

"350 Nian Wang, Jun Tang, Jiang Zhang, Yi-Zheng Fan, and Dong Liang Mining Invisible Tasks from Event Logs............................. 358 Lijie Wen, Jianmin Wang, and Jiaguang Sun The Selection of Tunable DBMS Resources Using the Incremental/Decremental Relationship.............................. 366 Jeong Seok Oh, Hyun Woong Shin, and Sang Ho Lee Hyperclique Pattern Based Off-Topic Detection ...................... 374 Tianming Hu, ..."






Lecture Notes in Computer Science Ser.(1st Edition)
Advances in Web-Age Information Management : 4th International Conference, WAIM 2003, Chengdu, China, August 17-19, 2003, Proceedings
by Guozhu Dong, Chanjie Tang, Wei Wang
Digital, 516 Pages, Published 2006 by Springer
ISBN-13: 978-3-540-45160-0, ISBN: 3-540-45160-9

"This book constitutes the refereed proceedings of the 4th International Conference on Web-Age Information Management, WAIM 2003, held in Chengdu, China in August 2003. The 30 revised full papers and 16 revised short papers presented together with 2 invited contributions were carefully reviewed and selected from 258 submissions. The papers are organized in topical sections on Web; XML; text management; data mining; bioinformatics; peer-t ..."



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