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A Survey of Challenges Facing Streaming Data
Journal article   Open access   Peer reviewed

A Survey of Challenges Facing Streaming Data

Sikha Bagui and Katie Jin
Transactions on Machine Learning and Artificial Intelligence, Vol.8(4), pp.63-73
08/01/2020

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Abstract

This survey performs a thorough enumeration and analysis of existing methods for data stream processing. It is a survey of the challenges facing streaming data. The challenges addressed are preprocessing of streaming data, detection and dealing with concept drifts in streaming data, data reduction in the face of data streams, approximate queries and blocking operations in streaming data.
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