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Social Media Mining(1st Edition)
An Introduction
by Huan Liu, Reza Zafarani, Mohammad Ali Abbasi, Social Media Mining
Hardcover, 332 Pages, Published 2014 by Cambridge University Press
ISBN-13: 978-1-107-01885-3, ISBN: 1-107-01885-4

"The growth of social media over the last decade has revolutionized the way individuals interact and industries conduct business. Individuals produce data at an unprecedented rate by interacting, sharing, and consuming content through social media. Understanding and processing this new type of data to glean actionable patterns presents challenges and opportunities for interdisciplinary research, novel algorithms, and tool development. ..."

Computational Methods of Feature Selection(1st Edition)
(Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
by Huan Liu, Hiroshi Motoda
Hardcover, 440 Pages, Published 2007 by Chapman And Hall/Crc
ISBN-13: 978-1-58488-878-9, ISBN: 1-58488-878-4

"Due to increasing demands for dimensionality reduction, research on feature selection has deeply and widely expanded into many fields, including computational statistics, pattern recognition, machine learning, data mining, and knowledge discovery. Highlighting current research issues, Computational Methods of Feature Selection introduces the basic concepts and principles, state-of-the-art algorithms, and novel applications of this tool. ..."

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 ..."

Spectral Feature Selection for Data Mining(1st Edition)
(Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
by Zheng Alan, Huan Liu, North Carolina, Usa Zhao, Usa Liu
Hardcover, 219 Pages, Published 2011 by Chapman And Hall/Crc
ISBN-13: 978-1-4398-6209-4, ISBN: 1-4398-6209-5

"Spectral Feature Selection for Data Mining introduces a novel feature selection technique that establishes a general platform for studying existing feature selection algorithms and developing new algorithms for emerging problems in real-world applications. This technique represents a unified framework for supervised, unsupervised, and semisupervised feature selection. The book explores the latest research achievements, sheds light on ..."

Detecting Fake News on Social Media
(Synthesis Lectures on Data Mining and Knowledge Discovery)
by Kai Shu, Huan Liu
Paperback, Published 2019 by Morgan & Claypool Publishers
ISBN-13: 978-1-68173-582-5, ISBN: 1-68173-582-2

Modeling and Data Mining in Blogosphere(9th Edition)
(Synthesis Lectures on Data Mining and Knowledge Discovery)
by Huan Liu, Nitin Agarwal, Robert Grossman
Paperback, 114 Pages, Published 2009 by Morgan And Claypool Publishers
ISBN-13: 978-1-59829-908-3, ISBN: 1-59829-908-5

"This book offers a comprehensive overview of the various concepts and research issues about blogs or weblogs. It introduces techniques and approaches, tools and applications, and evaluation methodologies with examples and case studies. Blogs allow people to express their thoughts, voice their opinions, and share their experiences and ideas. Blogs also facilitate interactions among individuals creating a network with unique characteristi ..."

Feature Selection for Knowledge Discovery and Data Mining
(The Springer International Series in Engineering and Computer Science)
by Huan Liu, Hiroshi Motoda
Hardcover, 214 Pages, Published 1998 by Springer
ISBN-13: 978-0-7923-8198-3, ISBN: 0-7923-8198-X

"As computer power grows and data collection technologies advance, a plethora of data is generated in almost every field where computers are used. The com puter generated data should be analyzed by computers; without the aid of computing technologies, it is certain that huge amounts of data collected will not ever be examined, let alone be used to our advantages. Even with today's advanced computer technologi ..."

Social Computing and Behavioral Modeling
by Huan Liu, John Salerno, Michael J. Young
Hardcover, 264 Pages, Published 2009 by Springer
ISBN-13: 978-1-4419-0055-5, ISBN: 1-4419-0055-1

"Social computing is concerned with the study of social behavior and social c- text based on computational systems. Behavioral modeling reproduces the social behavior, and allows for experimenting, scenario planning, and deep understa- ing of behavior, patterns, and potential outcomes. The pervasive use of computer and Internet technologies provides an unprecedented environment of various - cial activities. Social computing facilitates b ..."

Social Computing, Behavioral Modeling, and Prediction
by Huan Liu, John Salerno, Michael J. Young
Hardcover, 264 Pages, Published 2008 by Springer
ISBN-13: 978-0-387-77671-2, ISBN: 0-387-77671-0

"Social computing concerns the study of social behavior and context based on computational systems. Behavioral modeling reproduces the social behavior, and allows for experimenting with and deep understanding of behavior, patterns, and potential outcomes. The pervasive use of computer and Internet technologies provides an unprecedented environment where people can share opinions and experiences, offer suggestions and advice, debate, and ..."

Multichannel Retailing
A Review and Research Agenda (Foundations and Trends(r) in Marketing)
by Huan Liu, Peter C. Verhoef, Lara Lobschat
Paperback, 92 Pages, Published 2019 by Now Publishers
ISBN-13: 978-1-68083-494-9, ISBN: 1-68083-494-0

"Multichannel Retailing: A Review and Research Agenda presents an overview of and draws conclusions from extant studies related to multichannel retailing. Academic interest in this topic has increased dramatically, with a large number of new articles being published on this topic as retailers have adopted additional new channels and new channel technologies with unique characteristics, which has further increased the complexity of multic ..."

Spectral Feature Selection for Data Mining(1st Edition)
(Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
by Zheng Alan Zhao, Huan Liu, North Carolina, Usa Zhao, Usa Liu
Paperback, 224 Pages, Published 2018 by Chapman And Hall/Crc
ISBN-13: 978-1-138-11262-9, ISBN: 1-138-11262-3

Twitter Data Analytics
(SpringerBriefs in Computer Science)
by Shamanth Kumar, Huan Liu, Fred Morstatter
Paperback, 77 Pages, Published 2013 by Springer
ISBN-13: 978-1-4614-9371-6, ISBN: 1-4614-9371-4

"This brief provides methods for harnessing Twitter data to discover solutions to complex inquiries. The brief introduces the process of collecting data through Twitter's APIs and offers strategies for curating large datasets. The text gives examples of Twitter data with real-world examples, the present challenges and complexities of building visual analytic tools, and the best strategies to address these issu ..."

Community Detection and Mining in Social Media(1st Edition)
(Synthesis Lectures on Data Mining and Knowledge Discovery)
by Lei Tang, Huan Liu, Robert Grossman
Paperback, 138 Pages, Published 2010 by Morgan And Claypool Publishers
ISBN-13: 978-1-60845-354-2, ISBN: 1-60845-354-5

"The past decade has witnessed the emergence of participatory Web and social media, bringing people together in many creative ways. Millions of users are playing, tagging, working, and socializing online, demonstrating new forms of collaboration, communication, and intelligence that were hardly imaginable just a short time ago. Social media also helps reshape business models, sway opinions and emotions, and opens up numerous possibilitie ..."

Social Computing, Behavioral Modeling, and Prediction(Reprint)
by Huan Liu, John Salerno, Michael J. Young
Paperback, 284 Pages, Published 2010 by Springer
ISBN-13: 978-1-4419-4597-6, ISBN: 1-4419-4597-0

Feature Selection for Knowledge Discovery and Data Mining(Reprint)
(The Springer International Series in Engineering and Computer Science)
by Huan Liu, Hiroshi Motoda
Paperback, 214 Pages, Published 2013 by Springer
ISBN-13: 978-1-4613-7604-0, ISBN: 1-4613-7604-1

Mining Human Mobility in Location-Based Social Networks
(Synthesis Lectures on Data Mining and Knowledge Discovery)
by Huiji Gao, Huan Liu
Paperback, 115 Pages, Published 2015 by Morgan & Claypool
ISBN-13: 978-1-62705-412-6, ISBN: 1-62705-412-X

"In recent years, there has been a rapid growth of location-based social networking services, such as Foursquare and Facebook Places, which have attracted an increasing number of users and greatly enriched their urban experience. Typical location-based social networking sites allow a user to ""check in"" at a real-world POI (point of interest, e.g., a hotel, restaurant, theater, etc.), leave tips toward the POI, and share the check-in wi ..."

Instance Selection and Construction for Data Mining
(The Springer International Series in Engineering and Computer Science)
by Huan Liu, Hiroshi Motoda
Hardcover, 416 Pages, Published 2001 by Springer
ISBN-13: 978-0-7923-7209-7, ISBN: 0-7923-7209-3

"The ability to analyze and understand massive data sets lags far behind the ability to gather and store the data. To meet this challenge, knowledge discovery and data mining (KDD) is growing rapidly as an emerging field. However, no matter how powerful computers are now or will be in the future, KDD researchers and practitioners must consider how to manage ever-growing data which is, ironically, due to the extensive use of compute ..."

Feature Extraction, Construction and Selection
A Data Mining Perspective (The Springer International Series in Engineering and Computer Science)
by Huan Liu, Hiroshi Motoda
Hardcover, 410 Pages, Published 1998 by Springer
ISBN-13: 978-0-7923-8196-9, ISBN: 0-7923-8196-3

"There is broad interest in feature extraction, construction, and selection among practitioners from statistics, pattern recognition, and data mining to machine learning. Data preprocessing is an essential step in the knowledge discovery process for real-world applications. This book compiles contributions from many leading and active researchers in this growing field and paints a picture of the state-of-art t ..."

Trust in Social Media(1st Edition)
(Synthesis Lectures on Information Security, Privacy, & Trust)
by Huan Liu, Jiliang Tang
Paperback, 130 Pages, Published 2015 by Morgan & Claypool Publishers
ISBN-13: 978-1-62705-404-1, ISBN: 1-62705-404-9

"Social media greatly enables people to participate in online activities and shatters the barrier for online users to create and share information in any place at any time. However, the explosion of user-generated content poses novel challenges for online users to find relevant information, or, in other words, exacerbates the information overload problem. On the other hand, the quality of user-generated content can vary dramatically from ..."

Social Computing(1st Edition)
A Data Mining Perspective (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
by Huan Liu, Jianping Zhang, Arunabha Sen
Hardcover, 300 Pages, Published 2014 by Chapman And Hall/Crc
ISBN-13: 978-1-4200-8330-9, ISBN: 1-4200-8330-9

"This book begins with a brief introduction to social computing and a review of classic graph theory and game theory. It then examines the data used to construct social networks, focusing on emerging Web 2.0 technologies and social networking websites, such as Facebook and MySpace. The book also explores data mining for social network extraction and analysis, presenting link and graph mining algorithms, such as subgraph discovery and clu ..."

Books by Huan Liu