DocumentCode
2228281
Title
Decreasing saw-tooth priority (DSTP) based product data classifier
Author
Goyal, Ram Dayal ; Mukherjee, Joydeb
Author_Institution
Intigma India Ltd., Pune, India
fYear
2003
fDate
13-17 Oct. 2003
Firstpage
717
Lastpage
721
Abstract
With the advancement of Web technology, huge information about products is available online in B2B market. Quite often the available product data is only of short description. This short description product data is needed to be classified to specific categories of a desired schema, before it can be used. Most of the classifiers available presently require training and do not provide expected results when the data is of small description. Also, almost none of these consider the variation in the importance across the terms (words/phrases) along the input (sentences). For classification of such data, our decreasing-saw-tooth-priority based data classifier takes care of such variation. It makes use of information provided in schema only, hence does not require any training. Our classifier has been applied on such type of real life data taken from various domains. Results underscores the superiority of our classifier in terms of its accuracy as compared to others.
Keywords
Internet; classification; electronic commerce; learning (artificial intelligence); text analysis; B2B market; DSTP; Web technology; product data classifier; saw-tooth priority; Artificial neural networks; Bayesian methods; Data preprocessing; Prototypes; Scattering; Standards development; Statistical analysis; Testing; Training data; Vocabulary;
fLanguage
English
Publisher
ieee
Conference_Titel
Web Intelligence, 2003. WI 2003. Proceedings. IEEE/WIC International Conference on
Print_ISBN
0-7695-1932-6
Type
conf
DOI
10.1109/WI.2003.1241303
Filename
1241303
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