Compression Schemes for Mining Large Datasets
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Persons
Dr. T. Ravindra Babu is a Principal Researcher in the E-Commerce Research Labs at Infosys Ltd., Bangalore, India. Mr. S.V. Subrahmanya is Vice President and Research Fellow at the same organization. Dr. M. Narasimha Murty is a Professor in the Department of Computer Science and Automation at the Indian Institute of Science, Bangalore, India.
Content
Introduction.- Data Mining Paradigms.- Run-Length Encoded Compression Scheme.- Dimensionality Reduction by Subsequence Pruning.- Data Compaction through Simultaneous Selection of Prototypes and Features.- Domain Knowledge-Based Compaction.- Optimal Dimensionality Reduction.- Big Data Abstraction through Multiagent Systems.- Intrusion Detection Dataset: Binary Representation.
