Learning from Data Streams 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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João Gama 作者

Springer

译者

2007-10-11 出版日期

254 页数

GBP 96.00 价格

Hardcover

丛书系列

9783540736783 图书编码

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发表于2024-11-05

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Learning from Data Streams 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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Sensor networks consist of distributed autonomous devices that cooperatively monitor an environment. Sensors are equipped with capacities to store information in memory, process this information and communicate with their neighbors. Processing data streams generated from wireless sensor networks has raised new research challenges over the last few years due to the huge numbers of data streams to be managed continuously and at a very high rate.The book provides the reader with a comprehensive overview of stream data processing, including famous prototype implementations like the Nile system and the TinyOS operating system. The set of chapters covers the state-of-art in data stream mining approaches using clustering, predictive learning, and tensor analysis techniques, and applying them to applications in security, the natural sciences, and education. This research monograph delivers to researchers and graduate students the state of the art in data stream processing in sensor networks. The huge bibliography offers an excellent starting point for further reading and future research.

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