Presentation 1998/6/19
Effectiveness of the Addition of a Termination Condition to the Branch-And-Bound Based Nearest Neighbor Method
Naoto MASUYAMA, Mineichi KUDO, Jun TOYAMA, Masaru SHIMBO,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) We propose a method to economize the computation cost of the nearest neighbor method on the basis of the branch-and-bound algorithm. In the branch-and-bound algorithm, even if it finds the true nearest neighbor of a given sample, it continues the search until the end of the procedure. We have added a condition for stopping the procedure when the true solution is found. This condition does not always work, but when it does work, it reduces the computation cost. We showed the effectiveness of this method using synthetic and real data.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Nearest Neighbor / branch-and-bound algorithm / sufficient condition
Paper # PRMU98-41
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Conference Information
Committee PRMU
Conference Date 1998/6/19(1days)
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Registration To Pattern Recognition and Media Understanding (PRMU)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Effectiveness of the Addition of a Termination Condition to the Branch-And-Bound Based Nearest Neighbor Method
Sub Title (in English)
Keyword(1) Nearest Neighbor
Keyword(2) branch-and-bound algorithm
Keyword(3) sufficient condition
1st Author's Name Naoto MASUYAMA
1st Author's Affiliation Division of Systems and Information Engineering Graduate School of Engineering Hokkaido University()
2nd Author's Name Mineichi KUDO
2nd Author's Affiliation Division of Systems and Information Engineering Graduate School of Engineering Hokkaido University
3rd Author's Name Jun TOYAMA
3rd Author's Affiliation Division of Systems and Information Engineering Graduate School of Engineering Hokkaido University
4th Author's Name Masaru SHIMBO
4th Author's Affiliation Division of Systems and Information Engineering Graduate School of Engineering Hokkaido University
Date 1998/6/19
Paper # PRMU98-41
Volume (vol) vol.98
Number (no) 127
Page pp.pp.-
#Pages 5
Date of Issue