Download E-books Data Streams: Algorithms and Applications (Foundations and Trends in Theoretical Computer Science,) PDF

By S. Muthukrishnan

Information circulate algorithms as an energetic examine schedule emerged merely over the last few years, even if the idea that of creating few passes over the knowledge for appearing computations has been round because the early days of Automata thought. the information flow schedule now pervades many branches of laptop technology together with databases, networking, wisdom discovery and information mining, and structures. is in synch too, with information flow administration platforms (DSMSs) and specified to accommodate information speeds. Even past desktop technology, information move matters are rising in physics, atmospheric technological know-how and statistics. facts Streams: Algorithms and purposes specializes in the algorithmic foundations of knowledge streaming. within the facts circulate state of affairs, enter arrives very quickly and there's constrained reminiscence to shop the enter. Algorithms need to paintings with one or few passes over the information, house under linear within the enter measurement or time considerably under the enter measurement. long ago few years, a brand new idea has emerged for reasoning approximately algorithms that paintings inside those constraints on area, time and variety of passes. a few of the equipment depend upon metric embeddings, pseudo-random computations, sparse approximation idea and verbal exchange complexity. The purposes for this situation contain IP community site visitors research, mining textual content message streams and processing colossal information units typically. information Streams: Algorithms and purposes surveys the rising sector of algorithms for processing information streams and linked functions. an in depth bibliography with over 2 hundred entries issues the reader to extra assets for exploration.

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