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Similarity Search - The Metric Space Approach  Pavel Zezula, Giuseppe Amato, Vlastislav Dohnal, Michal Batko - This book presents the metric search approach in a nutshell and presents approaches particularly designed for searching in large collections of data.
A generative theory of relevance  Victor Lavrenko -
Flexible Pattern Matching in Strings, Practical on-line search algorithms for texts  G. Navarro, M. Raffinot -
Information retrieval  C. J. "Keith" van Rijsbergen - The classic book on information retrieval techniques
Introduction to Information Retrieval  Christopher D. Manning, Prabhakar Raghavan, and Hinrich Schütze -
Managing Gigabytes (second edition)  Ian H. Witten, Alistair Moffat, Timothy C. Bell - Compressing and Indexing Documents and Images
Modern information retrieval  Ricardo Baeza-Yates, Berthier Ribeiro-Neto - A description of book by (table of contents) and a couple of chapters
Reliable Reasoning: Induction and Statistical Learning Theory  Gilbert Harman, Sanjeev Kulkarni -
The Elements of Statistical Learning: Data Mining, Inference, and Prediction.  Trevor Hastie , Robert Tibshirani , Jerome Friedman -

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