Links
From The Similarity Search Homepage
Links
List of links related to Similarity Search.
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[edit] Related meetings
- International Workshop on Similarity Search and Applications
- 2006 Nearest Neighbors Workshop and 2007 Nearest Neighbors Workshop
- Workshop Approximate Nearest Neighbors Methods for Learning and Vision, satellite of NIPS'03.
- International Workshop on Similarity Search (IWOSS'99).
[edit] Related materials
Wikipedia articles about:
- NN search, NN-based classification, near-duplicate algorithms, content-based image retrieval, locality sensitive hashing, nearest neighbor interpolation, curse of dimensionality, Voronoi diagram.
- Nearest Neighbor Problem article at Mathworld and K Nearest Neighbor article in Scholarpedia.
- MIT book about nearest neighbors.
- The homepage of Similarity Search book.
- The flyer of "Foundations of Multidimensional and Metric Data Structures" book by Hanan Samet. Table of contents and Amazon page for the book.
[edit] Implementations
- Metric Spaces Library: An open-source C-based library for metric space indexing.
- Nearest neighbor searching in metric spaces - Experimental results and demo by Ken Clarkson.
- Implementation of LSH method by Alex Andoni.
- The homepage of M-tree, Java implementation of M-tree.
- The homepage of D-index.
- C++ library by Daniel Lemire.
- Spatial Index Demos from University of Maryland.
- BoostMap method: project description, implementation and dataset.
- ANN: A Library for Approximate Nearest Neighbor Searching by David M. Mount and Sunil Arya
- Arboretum + MAMViewer: an open library of metric access methods + a visual tool to explore and analyze metric access methods and similarity queries. By Fabio J. T. Chino, Marcos R. Vieira, Agma J. M. Traina and Caetano Traina Jr.
- Cover Tree for Nearest Neighbor calculations by Alina Beygelzimer, Sham Kakade, and John Langford.
- Nearest Neighbor Applet
- Metric Similarity Search Implementation Framework
- K Nearest Neighbors Linear Scan Baseline by Georges Qu辿not.
- Princeton Content-Aware Search Systems project including Corel-Princeton Image Similarity Benchmark.
- Nearest-Neighbor Machine Learning Bakeoff project by Michael J. Radwin.
- SAPIR project
- Music IR project at TU Wien
- Nearest Neighbour Searching in High-Dimensional Metric Space master project by David Marchall. Some written materials available.
[edit] Other pointers
- Bibliography on NN-based classification from visionbib.com
- Nearest Neighbors and Voronoi Diagrams link collection.
- KNN links collection
- Links to implementations
- References on Similarity-based Time Series Retrieval.
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