DocumentCode
3427926
Title
New tricks for old dogs: Large alphabet probability estimation
Author
Santhanam, N.P. ; Orlitsky, A. ; Viswanathan, K.
Author_Institution
UC Berkeley, Berkeley
fYear
2007
fDate
2-6 Sept. 2007
Firstpage
638
Lastpage
643
Abstract
We develop on prior results on probability estimation obtained in [1]. We specialize the results to uniform distributions in order to obtain sampling rules for support size estimation. We consider text classification, and show that the estimators developed for probability estimation can improve current state of the art techniques.
Keywords
estimation theory; statistical distributions; alphabet probability estimation; support size estimation; text classification; Availability; Databases; Distributed computing; Dogs; Internet; Lakes; Maximum likelihood estimation; Sampling methods; State estimation; Text categorization;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory Workshop, 2007. ITW '07. IEEE
Conference_Location
Tahoe City, CA
Print_ISBN
1-4244-1564-0
Electronic_ISBN
1-4244-1564-0
Type
conf
DOI
10.1109/ITW.2007.4313149
Filename
4313149
Link To Document