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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.
Algorithms  Dasgupta, C. H. Papadimitriou, U. V. Vazirani
Data Compression Explained  Matt Mahoney
Flexible Pattern Matching in Strings, Practical on-line search algorithms for texts  G. Navarro, M. Raffinot
Introduction to Algorithms  Thomas H. Cormen, Charles E. Leiserson, Ronald L. Rivest, Clifford Stein - You can also find many PDFs on the Web.
Open Data Structures   - OpenContent text book on data structures and algorithms
The Algorithm Design Manual, 2nd Edition  Steven Skiena
The Design of Approximation Algorithms  David P. Williamson, David B. Shmoys