|
Type of Document Thesis Author Connor, Michael Author's Email Address miconnor@cs.fsu.edu URN etd-11082007-134658 Title A Simple, Thread-safe, Approximate Nearest Neighbor Search Degree Master of Science Department Computer Science, Department of Advisory Committee
Advisor Name Title Piyush Kumar Committee Chair David Whalley Committee Member Xiuwen Liu Committee Member Keywords
- Computational Geometry
- Approximate Nearest Neighbor
- Nearest Neighbor
Date of Defense 2007-09-07 Availability unrestricted Abstract This thesis describes the implementation of a fast, dynamic, approximate, nearest-neighbor search algorithm that works well in fixed dimensions (d < 6), based on sorting points in Morton(or z-) ordering. This algorithm scales well on multi-core/CPU shared memory systems, and can run on multiple processors simultaneously.The implementation is competitive with the best approximate nearest neighbor searching codes available on the web, especially for creating approximate k-nearest neighbor graphs of a point cloud.
An extensive C++ library has been built implementing the research presented here. It can be found at: http://www.compgeom.com/~stann
Files
Filename Size Approximate Download Time (Hours:Minutes:Seconds)
28.8 Modem 56K Modem ISDN (64 Kb) ISDN (128 Kb) Higher-speed Access ConnorMFall2007.pdf 301.38 Kb 00:01:23 00:00:43 00:00:37 00:00:18 00:00:01