T. Ravindra Babu, M. Narasimha Murty and S.V. Subrahmanya, "Compression Schemes for Mining Large Datasets: A Machine Learning Perspective"
English | ISBN: 1447156064 | 2013 | 228 pages | PDF | 3 MB
This book addresses the challenges of data abstraction generation using a least number of database scans, compressing data through novel lossy and non-lossy schemes, and carrying out clustering and classification directly in the compressed domain. Schemes are presented which are shown to be efficient both in terms of space and time, while simultaneously providing the same or better classification accuracy.