Shuliang Wang's Books

Spatial Data Mining

Theory and Application

By: Deren Li,Shuliang Wang,Deyi Li

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Spatial Data Mining

Theory and Application

By: Deren Li,Shuliang Wang,Deyi Li

· This book is an updated version of a well-received book previously published in Chinese by Science Press of China (the first edition in 2006 and the second in 2013). It offers a systematic and practical overview of spatial data mining, which combines computer science and geo-spatial information science, allowing each field to profit from the knowledge and techniques of the other. To address the spatiotemporal specialties of spatial data, the authors introduce the key concepts and algorithms of the data field, cloud model, mining view, and Deren Li methods. The data field method captures the interactions between spatial objects by diffusing the data contribution from a universe of samples to a universe of population, thereby bridging the gap between the data model and the recognition model. The cloud model is a qualitative method that utilizes quantitative numerical characters to bridge the gap between pure data and linguistic concepts. The mining view method discriminates the different requirements by using scale, hierarchy, and granularity in order to uncover the anisotropy of spatial data mining. The Deren Li method performs data preprocessing to prepare it for further knowledge discovery by selecting a weight for iteration in order to clean the observed spatial data as much as possible. In addition to the essential algorithms and techniques, the book provides application examples of spatial data mining in geographic information science and remote sensing. The practical projects include spatiotemporal video data mining for protecting public security, serial image mining on nighttime lights for assessing the severity of the Syrian Crisis, and the applications in the government project ‘the Belt and Road Initiatives’.

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Page Count

329

Publisher

Springer

Published Date

ISBN 10

3662485389

ISBN 13

9783662485385

Advanced Data Mining and Applications

First International Conference, ADMA 2005, Wuhan, China, July 22-24, 2005, Proceedings

By: Xue Li,Shuliang Wang

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Advanced Data Mining and Applications

First International Conference, ADMA 2005, Wuhan, China, July 22-24, 2005, Proceedings

By: Xue Li,Shuliang Wang

This book constitutes the refereed proceedings of the First International Conference on Advanced Data Mining and Applications, ADMA 2005, held in Wuhan, China in July 2005. The conference was focused on sophisticated techniques and tools that can handle new fields of data mining, e.g. spatial data mining, biomedical data mining, and mining on high-speed and time-variant data streams; an expansion of data mining to new applications is also strived for. The 25 revised full papers and 75 revised short papers presented were carefully peer-reviewed and selected from over 600 submissions. The papers are organized in topical sections on association rules, classification, clustering, novel algorithms, text mining, multimedia mining, sequential data mining and time series mining, web mining, biomedical mining, advanced applications, security and privacy issues, spatial data mining, and streaming data mining.

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Page Count

852

Publisher

Springer Science & Business Media

Published Date

ISBN 10

354027894X

ISBN 13

9783540278948

Objective Information Theory

By: Jianfeng Xu,Shuliang Wang,Zhenyu Liu,Yashi Wang,Yingfei Wang,Yingxu Dang

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Objective Information Theory

By: Jianfeng Xu,Shuliang Wang,Zhenyu Liu,Yashi Wang,Yingfei Wang,Yingxu Dang

Objective Information Theory (OIT) is proposed to represent and compute the information in a large-scale complex information system with big data in this monograph. To formally analyze, design, develop, and evaluate the information, OIT interprets the information from essential nature, measures the information from mathematical properties, and models the information from concept, logic, and physic. As the exemplified applications, Air Traffic Control System (ATCS) and Smart Court SoSs (System of Systems) are introduced for practical OITs. This Open Access book can be used as a technical reference book in the field of information science and also a reference textbook for senior students and graduate ones in related majors.

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