DocumentCode
673059
Title
On the optimality of the hash-coding type nearest neighbour search algorithm
Author
Aslanyan, Levon H. ; Danoyan, H.E.
Author_Institution
Inst. for Inf. & Autom. Problems of NAS RA Yerevan, Yerevan, Armenia
fYear
2013
fDate
23-27 Sept. 2013
Firstpage
1
Lastpage
6
Abstract
The algorithmic problem of nearest neighbour search and the earlier proposed hash-coding algorithm (Elias algorithm) are considered. The problem of optimality characterization depending on the geometrical structure of blocks of the algorithm in a balanced hash-coding scheme is considered. As a supportive technique for this the structure of consecutive neighbourhood layers to the subsets of binary cube is considered. Using the known properties of isoperimetric sets it is proved that the algorithm is optimal when mentioned blocks are isoperimetric sets.
Keywords
file organisation; geometry; search problems; set theory; Elias algorithm; algorithmic problem; balanced hash-coding scheme; binary cube subsets; consecutive neighbourhood layers; geometrical structure; hash-coding type nearest neighbour search algorithm optimality; isoperimetric set properties; optimality characterization problem; Algorithm design and analysis; Complexity theory; Finite element analysis; Heuristic algorithms; Machine learning algorithms; Standards; Vectors; Best-match; Elias algorithm; hash-coding schema; isoperimetricset; nearest neighbour search;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Science and Information Technologies (CSIT), 2013
Conference_Location
Yerevan
Print_ISBN
978-1-4799-2460-8
Type
conf
DOI
10.1109/CSITechnol.2013.6710336
Filename
6710336
Link To Document