Description |
1 online resource |
Contents |
An Introduction to Sensor Data Analytics / Charu C. Aggarwal -- A Survey of Model-based Sensor Data Acquisition and Management / Saket Sathe, Thanasis G. Papaioannou, Hoyoung Jeung -- Query Processing in Wireless Sensor Networks / Lixin Wang, Lei Chen, Dimitris Papadias -- Event Processing in Sensor Streams / Fusheng Wang, Chunjie Zhou, Yanming Nie -- Dimensionality Reduction and Filtering on Time Series Sensor Streams / Spiros Papadimitriou, Jimeng Sun, Christos Faloutos -- Mining Sensor Data Streams / Charu C. Aggarwal -- Real-Time Data Analytics in Sensor Networks / Themis Palpanas -- Distributed Data Mining in Sensor Networks / Kanishka Bhaduri, Marco Stolpe -- Social Sensing / Charu C. Aggarwal, Tarek Abdelzaher -- Sensing for Mobile Objects / Nicholas D. Larusso, Ambuj K. Singh -- A Survey of RFID Data Processing / Charu C. Aggarwal, Jiawei Han -- The Internet of Things: A Survey from the Data-Centric Perspective / Charu C. Aggarwal, Naveen Ashish, Amit Sheth -- A Survey of Datamining Methods for Sensor Network Bug Diagnosis / Tarek Abdelzaher, Jiawei Han -- Mining of Sensor Data in Healthcare: A Survey / Daby Sow, Deepak S. Turaga, Michael Schmidt -- Earth Science Applications of Sensor Data / Anuj Karpatne, James Faghmous, Jaya Kawale, Luke Styles |
Summary |
Advances in hardware technology have lead to an ability to collect data with the use of a variety of sensor technologies. In particular sensor notes have become cheaper and more efficient, and have even been integrated into day-to-day devices of use, such as mobile phones. This has lead to a much larger scale of applicability and mining of sensor data sets. The human-centric aspect of sensor data has created tremendous opportunities in integrating social aspects of sensor data collection into the mining process. Managing and Mining Sensor Data is a contributed volume by prominent leaders in this field, targeting advanced-level students in computer science as a secondary text book or reference. Practitioners and researchers working in this field will also find this book useful |
Analysis |
Computer science |
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Computer Communication Networks |
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Database management |
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Data mining |
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Information Storage and Retrieval |
Bibliography |
Includes bibliographical references and index |
Notes |
English |
In |
Springer eBooks |
Subject |
Data mining.
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Multisensor data fusion.
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Sensor networks.
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Remote sensing.
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Data Mining
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Remote Sensing Technology
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remote sensing.
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COMPUTERS -- Database Management -- Data Mining.
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Remote sensing
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Data mining
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Multisensor data fusion
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Sensor networks
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Form |
Electronic book
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Author |
Aggarwal, Charu C.
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LC no. |
2012956190 |
ISBN |
9781461463092 |
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1461463092 |
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1489992383 |
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9781489992383 |
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