PP-index: Using permutation prefixes for efficient and scalable approximate similarity search

CEUR Workshop Proceedings

Volumn 480, Issue , 2009, Pages 17-24

  Esuli, Andrea ^a  

^a ISTI CNR   (Italy)

Author keywords

Approximate similarity search; Metric space; Scalability

Indexed keywords

BASIC FORMULATION; HIGH-DIMENSIONAL; METRIC SPACES; MPEG-7 VISUAL DESCRIPTORS; PARALLELIZATIONS; REFERENCE OBJECTS; SIMILARITY SEARCH; SIMILARITY SPACES;

MOTION PICTURE EXPERTS GROUP STANDARDS; SCALABILITY;

INFORMATION RETRIEVAL;

EID: 84887222580     PISSN: 16130073     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. G. Amato and P. Savino. Approximate similarity search in metric spaces using inverted -les. In INFOSCALE '08: Proceeding of the 3rd International ICST Conference on Scalable Information Systems, pages 1{10, Vico Equense, Italy, 2008.
2. M. Batko, F. Falchi, C. Lucchese, D. Novak, R. Perego, F. Rabitti, J. Sedmidubsk-y, and P. Zezula. Crawling, indexing, and similarity searching images on the web. In Proceedings of SEDB '08, the 16th Italian Symposium on Advanced Database Systems, pages 382{389, Mondello, Italy, 2008.
3. M. Batko, P. Kohoutkova, and P. Zezula. Combining metric features in large collections. SISAP '08, 1st International Workshop on Similarity Search and Applications, pages 79{86, 2008.
4. M. Bawa, T. Condie, and P. Ganesan. Lsh forest: self-tuning indexes for similarity search. In WWW '05: Proceedings of the 14th international conference on World Wide Web, pages 651{660, Chiba, Japan, 2005.
5. P. Bolettieri, A. Esuli, F. Falchi, C. Lucchese, R. Perego, T. Piccioli, and F. Rabitti. CoPhIR: A test collection for content-based image retrieval. CoRR, abs/0905.4627, 2009.
6. E. Ch-avez, K. Figueroa, and G. Navarro. E-ective proximity retrieval by ordering permutations. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 30(9):1647{1658, 2008.
7. E. Chavez, G. Navarro, R. Baeza-Yates, and J. Marroqu-n. Proximity searching in metrix spaces. ACM Computing Surveys, 33(3):273{321, 2001.
8. P. Ciaccia, M. Patella, and P. Zezula. M-tree: An e-cient access method for similarity search in metric spaces. In VLDB '97: Proceedings of the 23rd International Conference on Very Large Data Bases, pages 426{435, Athens, Greece, 1997.
9. P. Diaconis. Group representation in probability and statistics. IMS Lecture Series, 11, 1988.
10. A. Esuli. MiPai: using the PP-Index to build an e-cient and scalable similarity search system. In SISAP '09, Proceedings of the 2nd International Workshop on Similarity Search and Applications, Prague, CZ, 2009.
11. P. Indyk and R. Motwani. Approximate nearest neighbors: towards removing the curse of dimensionality. In STOC '98: Proceedings of the 30th ACM symposium on Theory of computing, pages 604{613, Dallas, USA, 1998.
12. H. V. Jagadish, A. O. Mendelzon, and T. Milo. Similarity-based queries. In PODS '95: Proceedings of the 14th ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems, pages 36{45, San Jose, US, 1995.
13. D. Knuth. The Art of Computer Programming, volume 3: Sorting and Searching, chapter 5.4: External Sorting, pages 248{379. second edition, 1998.
14. Q. Lv, W. Josephson, Z. Wang, M. Charikar, and K. Li. Multi-probe lsh: e-cient indexing for high-dimensional similarity search. In VLDB '07: Proceedings of the 33rd international conference on Very large data bases, pages 950{961, Vienna, Austria, 2007.
15. D. R. Morrison. Patricia|practical algorithm to retrieve information coded in alphanumeric. J. ACM, 15(4):514{534, 1968.
16. MPEG-7. Mpeg-7. multimedia content description interfaces, part3: Visual, 2002. ISO/IEC 15938-3:2002.
17. M. Patella and P. Ciaccia. The many facets of approximate similarity search. SISAP '08, 1st International Workshop on Similarity Search and Applications, pages 10{21, 2008.
18. P. Zezula, G. Amato, V. Dohnal, and M. Batko. Similarity Search: The Metric Space Approach (Advances in Database Systems). 2005.