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What is Summarization

Handbook of Research on the IoT, Cloud Computing, and Wireless Network Optimization
Summarization is the step in data mining that provides concise representation of a data stream or a dataset in compressed form.
Published in Chapter:
Fog-Cloud Collaboration for Real-Time Streaming Applications: FCC for RTSAs
Biji Nair (National Institute of Technology Tiruchirappalli, India) and S. Mary Saira Bhanu (National Institute of Technology Tiruchirappalli, India)
DOI: 10.4018/978-1-5225-7335-7.ch007
Abstract
Real-time streaming applications (RTSAs) generate huge volumes of temporally ordered, infinite, continuous, high speed data streams demanding both real-time and long-term data analytics. Fog computing is a reliable solution for processing and analyzing real-time streaming data as it offers low latency, location-aware, geographically distributed service at fog node and provides long-term services at the cloud data center (DC). This chapter addresses the challenge of coordinating the fog nodes and cloud for efficient processing of real-time streaming data in motion and at rest. The fog-cloud collaboration framework proposed in this chapter employs data stream management system (DSMS) schema at the fog node for real-time stream data processing and response generation. The data representation in micro-clusters at fog node and macro-clusters at DC facilitates accurate data analytics. The coordination between fog node and DC is through local ontology and global ontology respectively.
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Privacy-Preserving Data Mining
Transforming a data set into a short summary to allow statistical analysis while losing the individual records.
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