Title: Querying and Mining Uncertain Data Streams: 3 (East China Normal University Scientific Reports, 3)
Publisher: Wspc
Publication Date: 2016
Language: English
ISBN 10: 9813108789
ISBN 13: 9789813108783
Binding: Soft cover
Condition: New

About this title

Synopsis

Data uncertainty widely exists in many applications, and an uncertain data stream is a series of uncertain tuples that arrive rapidly. However, traditional techniques for deterministic data streams cannot be applied to deal with data uncertainty directly due to the exponential growth of possible solution space. This book provides a comprehensive overview of the authors' work on querying and mining uncertain data streams. Its contents include some important discoveries dealing with typical topics such as top-k query, Er-Topk query, rarity estimation, set similarity, and clustering. Querying and Mining Uncertain Data Streams is written for professionals, researchers, and graduate students in data mining and its various related fields.

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