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* 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'.
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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Advanced Data Mining and Applications - 14th International Conference, ADMA 2018, Nanjing, China, November 16-18, 2018, Proceedings (Paperback, 1st ed. 2018)
Guojun Gan, Bohan Li, Xue Li, Shuliang Wang
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R1,476
Discovery Miles 14 760
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Ships in 18 - 22 working days
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This book constitutes the refereed proceedings of the 14th
International Conference on Advanced Data Mining and Applications,
ADMA 2018, held in Nanjing, China in November 2018. The 23 full and
22 short papers presented in this volume were carefully reviewed
and selected from 104 submissions. The papers were organized in
topical sections named: Data Mining Foundations; Big Data; Text and
Multimedia Mining; Miscellaneous Topics.
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Advanced Data Mining and Applications - 15th International Conference, ADMA 2019, Dalian, China, November 21-23, 2019, Proceedings (Paperback, 1st ed. 2019)
Jian-Xin Li, Sen Wang, Shaowen Qin, Xue Li, Shuliang Wang
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R2,819
Discovery Miles 28 190
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Ships in 18 - 22 working days
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This book constitutes the proceedings of the 15th International
Conference on Advanced Data Mining and Applications, ADMA 2019,
held in Dalian, China in November 2019. The 39 full papers
presented together with 26 short papers and 2 demo papers were
carefully reviewed and selected from 170 submissions. The papers
were organized in topical sections named: Data Mining Foundations;
Classification and Clustering Methods; Recommender Systems; Social
Network and Social Media; Behavior Modeling and User Profiling;
Text and Multimedia Mining; Spatial-Temporal Data; Medical and
Healthcare Data/Decision Analytics; and Other Applications.
* 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'.
|
Advanced Data Mining and Applications - 12th International Conference, ADMA 2016, Gold Coast, QLD, Australia, December 12-15, 2016, Proceedings (Paperback, 1st ed. 2016)
Jinyan Li, Xue Li, Shuliang Wang, Jian-Xin Li, Quan Z. Sheng
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R2,798
Discovery Miles 27 980
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Ships in 18 - 22 working days
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This book constitutes the proceedings of the 12th International
Conference on Advanced Data Mining and Applications, ADMA 2016,
held in Gold Coast, Australia, in December 2016. The 70 papers
presented in this volume were carefully reviewed and selected from
105 submissions. The selected papers covered a wide variety of
important topics in the area of data mining, including parallel and
distributed data mining algorithms, mining on data streams, graph
mining, spatial data mining, multimedia data mining, Web mining,
the Internet of Things, health informatics, and biomedical data
mining.
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