Approximate nearest neighbors

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Approximate nearest neighbors: towards removing the curse of dimensionality

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Annual ACM Symposium on Theory of Computing archive
Proceedings of the thirtieth annual ACM symposium on Theory of computing table of contents

Dallas, Texas, United States

Pages: 604 - 613

Year of Publication: 1998

ISBN:0-89791-962-9

Authors

Piotr Indyk	Department of Computer Science, Stanford University, Stanford, CA
Rajeev Motwani	Department of Computer Science, Stanford University, Stanford, CA

Sponsor

SIGACT: ACM Special Interest Group on Algorithms and Computation Theory

Publisher

ACM New York, NY, USA

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Downloads (6 Weeks): 88, Downloads (12 Months): 596, Citation Count: 186

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REFERENCES

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	Boris Aronov , Sariel Har-Peled, On approximating the depth and related problems, Proceedings of the sixteenth annual ACM-SIAM symposium on Discrete algorithms, January 23-25, 2005, Vancouver, British Columbia
	Bin Cui , Heng Tao Shen , Jialie Shen , Kian-Lee Tan, Exploring bit-difference for approximate KNN search in high-dimensional databases, Proceedings of the sixteenth Australasian database conference, p.165-174, January 01, 2005, Newcastle, Australia
	Christos Papadimitriou , Shmuel Safra, The complexity of low-distortion embeddings between point sets, Proceedings of the sixteenth annual ACM-SIAM symposium on Discrete algorithms, January 23-25, 2005, Vancouver, British Columbia
	Mayank Bawa , Tyson Condie , Prasanna Ganesan, LSH forest: self-tuning indexes for similarity search, Proceedings of the 14th international conference on World Wide Web, May 10-14, 2005, Chiba, Japan
	Cheng Yang, Peer-to-peer architecture for content-based music retrieval on acoustic data, Proceedings of the 12th international conference on World Wide Web, May 20-24, 2003, Budapest, Hungary
	Rina Panigrahy, Entropy based nearest neighbor search in high dimensions, Proceedings of the seventeenth annual ACM-SIAM symposium on Discrete algorithm, p.1186-1195, January 22-26, 2006, Miami, Florida
	Bo Brinkman , Moses Charikar, On the impossibility of dimension reduction in l₁, Journal of the ACM (JACM), v.52 n.5, p.766-788, September 2005
	Arun Qamra , Yan Meng , Edward Y. Chang, Enhanced Perceptual Distance Functions and Indexing for Image Replica Recognition, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.27 n.3, p.379-391, March 2005
	Greg Mori , Serge Belongie , Jitendra Malik, Efficient Shape Matching Using Shape Contexts, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.27 n.11, p.1832-1837, November 2005
	Leslie Ikemoto , Okan Arikan , David Forsyth, Knowing when to put your foot down, Proceedings of the 2006 symposium on Interactive 3D graphics and games, March 14-17, 2006, Redwood City, California
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	Alexandr Andoni , Piotr Indyk, Efficient algorithms for substring near neighbor problem, Proceedings of the seventeenth annual ACM-SIAM symposium on Discrete algorithm, p.1203-1212, January 22-26, 2006, Miami, Florida
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	Ping Li , Trevor J. Hastie , Kenneth W. Church, Very sparse random projections, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
	Matthew L. Miller , Manuel Acevedo Rodriguez , Ingemar J. Cox, Audio Fingerprinting: Nearest Neighbor Search in High Dimensional Binary Spaces, Journal of VLSI Signal Processing Systems, v.41 n.3, p.285-291, November 2005
	Jie Gao , Leonidas J. Guibas , An Nguyen, Deformable spanners and applications, Computational Geometry: Theory and Applications, v.35 n.1, p.2-19, August 2006
	Sunil Arya , Theocharis Malamatos , David M. Mount, Space-efficient approximate Voronoi diagrams, Proceedings of the thiry-fourth annual ACM symposium on Theory of computing, May 19-21, 2002, Montreal, Quebec, Canada
	Vincent C. H. Ma , Michael D. McCool, Low latency photon mapping using block hashing, Proceedings of the ACM SIGGRAPH/EUROGRAPHICS conference on Graphics hardware, September 01-02, 2002, Saarbrucken, Germany
	Sunil Arya , Theocharis Malamatos, Linear-size approximate voronoi diagrams, Proceedings of the thirteenth annual ACM-SIAM symposium on Discrete algorithms, p.147-155, January 06-08, 2002, San Francisco, California
	Amitabha Bagchi , Ankur Bhargava , Torsten Suel, Approximate maximum weight branchings, Information Processing Letters, v.99 n.2, p.54-58, 31 July 2006
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	Martin Theobald , Jonathan Siddharth , Andreas Paepcke, SpotSigs: robust and efficient near duplicate detection in large web collections, Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval, July 20-24, 2008, Singapore, Singapore
	Nir Ailon , Bernard Chazelle, Approximate nearest neighbors and the fast Johnson-Lindenstrauss transform, Proceedings of the thirty-eighth annual ACM symposium on Theory of computing, May 21-23, 2006, Seattle, WA, USA
	Allan Borodin , Rafail Ostrovsky , Yuval Rabani, Lower bounds for high dimensional nearest neighbor search and related problems, Proceedings of the thirty-first annual ACM symposium on Theory of computing, p.312-321, May 01-04, 1999, Atlanta, Georgia, United States
	Omer Barkol , Yuval Rabani, Tighter bounds for nearest neighbor search and related problems in the cell probe model, Proceedings of the thirty-second annual ACM symposium on Theory of computing, p.388-396, May 21-23, 2000, Portland, Oregon, United States
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	Qin Lv , William Josephson , Zhe Wang , Moses Charikar , Kai Li, Efficient filtering with sketches in the ferret toolkit, Proceedings of the 8th ACM international workshop on Multimedia information retrieval, October 26-27, 2006, Santa Barbara, California, USA
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	Sreenivas Gollapudi , Rina Panigrahy, A dictionary for approximate string search and longest prefix search, Proceedings of the 15th ACM international conference on Information and knowledge management, November 06-11, 2006, Arlington, Virginia, USA
	James Gorman , James R. Curran, Scaling distributional similarity to large corpora, Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the ACL, p.361-368, July 17-18, 2006, Sydney, Australia
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	Roberto J. Bayardo , Yiming Ma , Ramakrishnan Srikant, Scaling up all pairs similarity search, Proceedings of the 16th international conference on World Wide Web, May 08-12, 2007, Banff, Alberta, Canada
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	Flavio Chierichetti , Alessandro Panconesi , Prabhakar Raghavan , Mauro Sozio , Alessandro Tiberi , Eli Upfal, Finding near neighbors through cluster pruning, Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 11-13, 2007, Beijing, China
	Abhinandan S. Das , Mayur Datar , Ashutosh Garg , Shyam Rajaram, Google news personalization: scalable online collaborative filtering, Proceedings of the 16th international conference on World Wide Web, May 08-12, 2007, Banff, Alberta, Canada
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	Jun Jie Foo , Ranjan Sinha, Pruning SIFT for scalable near-duplicate image matching, Proceedings of the eighteenth conference on Australasian database, p.63-71, January 30-February 02, 2007, Ballarat, Victoria, Australia
	Toshiya Hachisuka , Wojciech Jarosz , Richard Peter Weistroffer , Kevin Dale , Greg Humphreys , Matthias Zwicker , Henrik Wann Jensen, Multidimensional adaptive sampling and reconstruction for ray tracing, ACM Transactions on Graphics (TOG), v.27 n.3, August 2008
	Hisashi Koga , Tetsuo Ishibashi , Toshinori Watanabe, Fast agglomerative hierarchical clustering algorithm using Locality-Sensitive Hashing, Knowledge and Information Systems, v.12 n.1, p.25-53, May 2007
	Nir Ailon , Edo Liberty, Fast dimension reduction using Rademacher series on dual BCH codes, Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms, p.1-9, January 20-22, 2008, San Francisco, California
	Piotr Indyk , Nick Koudas , S. Muthukrishnan, Identifying Representative Trends in Massive Time Series Data Sets Using Sketches, Proceedings of the 26th International Conference on Very Large Data Bases, p.363-372, September 10-14, 2000
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	Ping Li , Kenneth W. Church, A Sketch Algorithm for Estimating Two-Way and Multi-Way Associations, Computational Linguistics, v.33 n.3, p.305-354, September 2007
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	Alexandr Andoni , Piotr Indyk , Robert Krauthgamer, Overcoming the l₁ non-embeddability barrier: algorithms for product metrics, Proceedings of the Nineteenth Annual ACM -SIAM Symposium on Discrete Algorithms, p.865-874, January 04-06, 2009, New York, New York
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	Wei Dong , Moses Charikar , Kai Li, Asymmetric distance estimation with sketches for similarity search in high-dimensional spaces, Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval, July 20-24, 2008, Singapore, Singapore
	Sreenivas Gollapudi , Rina Panigrahy, The power of two min-hashes for similarity search among hierarchical data objects, Proceedings of the twenty-seventh ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 09-12, 2008, Vancouver, Canada
	Yury Lifshits , Shengyu Zhang, Combinatorial algorithms for nearest neighbors, near-duplicates and small-world design, Proceedings of the Nineteenth Annual ACM -SIAM Symposium on Discrete Algorithms, p.318-326, January 04-06, 2009, New York, New York
	Avrim Blum , Katrina Ligett , Aaron Roth, A learning theory approach to non-interactive database privacy, Proceedings of the 40th annual ACM symposium on Theory of computing, May 17-20, 2008, Victoria, British Columbia, Canada
	Alexandr Andoni , Piotr Indyk , Robert Krauthgamer, Earth mover distance over high-dimensional spaces, Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms, p.343-352, January 20-22, 2008, San Francisco, California
	Smriti Bhagat , Irina Rozenbaum , Graham Cormode, Applying link-based classification to label blogs, Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis, p.92-101, August 12-12, 2007, San Jose, California
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	Piotr Indyk , Assaf Naor, Nearest-neighbor-preserving embeddings, ACM Transactions on Algorithms (TALG), v.3 n.3, p.31-es, August 2007
	Piotr Indyk , Assaf Naor, Nearest-neighbor-preserving embeddings, ACM Transactions on Algorithms (TALG), v.3 n.3, p.31-es, August 2007
	Rui Cai , Chao Zhang , Lei Zhang , Wei-Ying Ma, Scalable music recommendation by search, Proceedings of the 15th international conference on Multimedia, September 25-29, 2007, Augsburg, Germany
	Bernard Chazelle , Ding Liu , Avner Magen, Approximate range searching in higher dimension, Computational Geometry: Theory and Applications, v.39 n.1, p.24-29, January, 2008
	Gregory Buehrer , Kumar Chellapilla, A scalable pattern mining approach to web graph compression with communities, Proceedings of the international conference on Web search and web data mining, February 11-12, 2008, Palo Alto, California, USA
	Peyman Afshani , Hamed Hatami, Approximation and inapproximability results for maximum clique of disc graphs in high dimensions, Information Processing Letters, v.105 n.3, p.83-87, January, 2008
	Chuan Xiao , Wei Wang , Xuemin Lin , Jeffrey Xu Yu, Efficient similarity joins for near duplicate detection, Proceeding of the 17th international conference on World Wide Web, April 21-25, 2008, Beijing, China
	Pranab Sen , S. Venkatesh, Lower bounds for predecessor searching in the cell probe model, Journal of Computer and System Sciences, v.74 n.3, p.364-385, May, 2008
	Yunyoung Nam , Eenjun Hwang , Dongyoon Kim, A similarity-based leaf image retrieval scheme: Joining shape and venation features, Computer Vision and Image Understanding, v.110 n.2, p.245-259, May, 2008
	Jun Jie Foo , Justin Zobel , Ranjan Sinha, Clustering near-duplicate images in large collections, Proceedings of the international workshop on Workshop on multimedia information retrieval, September 24-29, 2007, Augsburg, Bavaria, Germany
	Benno Stein, Principles of hash-based text retrieval, Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval, July 23-27, 2007, Amsterdam, The Netherlands
	Rafail Ostrovsky , Yuval Rabani, Low distortion embeddings for edit distance, Journal of the ACM (JACM), v.54 n.5, p.23-es, October 2007
	Ping Li, Very sparse stable random projections for dimension reduction in lα (0 <α ≤ 2) norm, Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, August 12-15, 2007, San Jose, California, USA
	Navin Goyal , Yury Lifshits , Hinrich Schütze, Disorder inequality: a combinatorial approach to nearest neighbor search, Proceedings of the international conference on Web search and web data mining, February 11-12, 2008, Palo Alto, California, USA
	Tanguy Urvoy , Emmanuel Chauveau , Pascal Filoche , Thomas Lavergne, Tracking Web spam with HTML style similarities, ACM Transactions on the Web (TWEB), v.2 n.1, p.1-28, February 2008
	Ping Li, Estimators and tail bounds for dimension reduction in lα (0 < α ≤ 2) using stable random projections, Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms, p.10-19, January 20-22, 2008, San Francisco, California
	Yu-En Lu , Pietro Lió , Steven Hand, On low dimensional random projections and similarity search, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	Daniel Fogaras , Balazs Racz, Practical Algorithms and Lower Bounds for Similarity Search in Massive Graphs, IEEE Transactions on Knowledge and Data Engineering, v.19 n.5, p.585-598, May 2007
	Yi Yu , J. Stephen Downie , Fabian Moerchen , Lei Chen , Kazuki Joe , Vincent Oria, COSIN: content-based retrieval system for cover songs, Proceeding of the 16th ACM international conference on Multimedia, October 26-31, 2008, Vancouver, British Columbia, Canada
	Filippo Geraci , Marco Pellegrini, Dynamic user-defined similarity searching in semi-structured text retrieval, Proceedings of the 3rd international conference on Scalable information systems, June 04-06, 2008, Vico Equense, Italy
	Wei Dong , Zhe Wang , William Josephson , Moses Charikar , Kai Li, Modeling LSH for performance tuning, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	Amol Ghoting , Srinivasan Parthasarathy , Matthew Eric Otey, Fast mining of distance-based outliers in high-dimensional datasets, Data Mining and Knowledge Discovery, v.16 n.3, p.349-364, June 2008
	Damien Francois , Vincent Wertz , Michel Verleysen, The Concentration of Fractional Distances, IEEE Transactions on Knowledge and Data Engineering, v.19 n.7, p.873-886, July 2007
	Sharon Goldberg , David Xiao , Eran Tromer , Boaz Barak , Jennifer Rexford, Path-quality monitoring in the presence of adversaries, ACM SIGMETRICS Performance Evaluation Review, v.36 n.1, June 2008
	Hong Lu , Beng Chin Ooi , Heng Tao Shen , Xiangyang Xue, Hierarchical Indexing Structure for Efficient Similarity Search in Video Retrieval, IEEE Transactions on Knowledge and Data Engineering, v.18 n.11, p.1544-1559, November 2006
	Johan W. Tangelder , Remco C. Veltkamp, A survey of content based 3D shape retrieval methods, Multimedia Tools and Applications, v.39 n.3, p.441-471, September 2008
	Ilya Mironov , Moni Naor , Gil Segev, Sketching in adversarial environments, Proceedings of the 40th annual ACM symposium on Theory of computing, May 17-20, 2008, Victoria, British Columbia, Canada
	Kave Eshghi , Shyamsundar Rajaram, Locality sensitive hash functions based on concomitant rank order statistics, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2008, Las Vegas, Nevada, USA
	Eduardo Valle , Matthieu Cord , Sylvie Philipp-Foliguet, High-dimensional descriptor indexing for large multimedia databases, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	David Gorisse , Frederic Precioso , Sylvie Philipp-Foliguet , Matthieu Cord, Summarization scheme based on near-duplicate analysis, Proceedings of the 2nd ACM TRECVid Video Summarization Workshop, p.50-54, October 31-31, 2008, Vancouver, British Columbia, Canada
	Eduardo Valle , Matthieu Cord , Sylvie Philipp-Foliguet, Fast identification of visual documents using local descriptors, Proceeding of the eighth ACM symposium on Document engineering, September 16-19, 2008, Sao Paulo, Brazil
	Geert Willems , Tinne Tuytelaars , Luc Van Gool, Spatio-temporal features for robust content-based video copy detection, Proceeding of the 1st ACM international conference on Multimedia information retrieval, October 30-31, 2008, Vancouver, British Columbia, Canada
	Wei Dong , Zhe Wang , Moses Charikar , Kai Li, Efficiently matching sets of features with random histograms, Proceeding of the 16th ACM international conference on Multimedia, October 26-31, 2008, Vancouver, British Columbia, Canada
	Haiying Shen, A P2P-based intelligent resource discovery mechanism in Internet-based distributed systems, Journal of Parallel and Distributed Computing, v.69 n.2, p.197-209, February, 2009
	Alexandr Andoni , Piotr Indyk , Robert Krauthgamer , Huy L. Nguyen, Approximate line nearest neighbor in high dimensions, Proceedings of the Nineteenth Annual ACM -SIAM Symposium on Discrete Algorithms, p.293-301, January 04-06, 2009, New York, New York
	Shibin Qiu , Terran Lane , Ljubomir Buturovic, A randomized string kernel and its application to RNA interference, Proceedings of the 22nd national conference on Artificial intelligence, p.627-632, July 22-26, 2007, Vancouver, British Columbia, Canada
	Jun Yan , Ning Liu , Gang Wang , Wen Zhang , Yun Jiang , Zheng Chen, How much can behavioral targeting help online advertising?, Proceedings of the 18th international conference on World wide web, April 20-24, 2009, Madrid, Spain
	Yi Yu , Kazuki Joe , J. Stephen Downie, Efficient Query-by-Content Audio Retrieval by Locality Sensitive Hashing and Partial Sequence Comparison, IEICE - Transactions on Information and Systems, v.E91-D n.6, p.1730-1739, June 2008
	Sandeep Pandey , Andrei Broder , Flavio Chierichetti , Vanja Josifovski , Ravi Kumar , Sergei Vassilvitskii, Nearest-neighbor caching for content-match applications, Proceedings of the 18th international conference on World wide web, April 20-24, 2009, Madrid, Spain
	Shibin Qiu , Terran Lane, A Framework for Multiple Kernel Support Vector Regression and Its Applications to siRNA Efficacy Prediction, IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB), v.6 n.2, p.190-199, April 2009
	Flavio Chierichetti , Ravi Kumar , Sergei Vassilvitskii, Similarity caching, Proceedings of the twenty-eighth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 29-July 01, 2009, Providence, Rhode Island, USA
	Yufei Tao , Ke Yi , Cheng Sheng , Panos Kalnis, Quality and efficiency in high dimensional nearest neighbor search, Proceedings of the 35th SIGMOD international conference on Management of data, June 29-July 02, 2009, Providence, Rhode Island, USA
	Andreas Sæbjørnsen , Jeremiah Willcock , Thomas Panas , Daniel Quinlan , Zhendong Su, Detecting code clones in binary executables, Proceedings of the eighteenth international symposium on Software testing and analysis, July 19-23, 2009, Chicago, IL, USA
	Qing Xu , Carl Tropper, On Determining How Many Computers to Use in Parallel VLSI Simulation, Proceedings of the 2009 ACM/IEEE/SCS 23rd Workshop on Principles of Advanced and Distributed Simulation, p.122-128, June 22-25, 2009
	Kilian Q. Weinberger , Lawrence K. Saul, Distance Metric Learning for Large Margin Nearest Neighbor Classification, The Journal of Machine Learning Research, 10, p.207-244, June 2009
	Mathias Eitz , Kristian Hildebrand , Tamy Boubekeur , Marc Alexa, A descriptor for large scale image retrieval based on sketched feature lines, Proceedings of the 6th Eurographics Symposium on Sketch-Based Interfaces and Modeling, August 01-02, 2009, New Orleans, Louisiana
	Xiangmin Zhou , Xiaofang Zhou , Lei Chen , Athman Bouguettaya , Nong Xiao , John A. Taylor, An efficient near-duplicate video shot detection method using shot-based interest points, IEEE Transactions on Multimedia, v.11 n.5, p.879-891, August 2009