DocumentCode
2831864
Title
Document retrieval using projection by frequency distribution
Author
Uchi, Hirohito Oh ; Miura, Takao ; Shioya, Isamu
Author_Institution
Dept. of Elect. & Elect. Eng., Hosei Univ., Tokyo
fYear
2005
fDate
16-16 Nov. 2005
Lastpage
361
Abstract
In document retrieval task, random projection (RP) is considered as a useful technique of dimension reduction. The task can be achieved very quickly yet the recalculation is not necessary to any changes. However, in lower dimension, random projection has instability by randomness in itself. In this investigation, we propose a new technique, called skewed projection (SP) for dimension reduction technique based term frequency distribution. We show that this technique can take advantages of local independency thus we can obtain efficient retrieval for documents which belong to specific application area
Keywords
data reduction; document handling; information retrieval; dimension reduction; document retrieval; skewed projection; term frequency distribution; Error analysis; Frequency; Informatics; Large scale integration; National electric code; Societies; Tiles; Dimension Reduction; Information Retrieval; Random Projection; Skewed Projection;
fLanguage
English
Publisher
ieee
Conference_Titel
Tools with Artificial Intelligence, 2005. ICTAI 05. 17th IEEE International Conference on
Conference_Location
Hong Kong
ISSN
1082-3409
Print_ISBN
0-7695-2488-5
Type
conf
DOI
10.1109/ICTAI.2005.59
Filename
1562960
Link To Document