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» A Re-Examination of Text Categorization Methods
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WWW
2004
ACM
14 years 8 months ago
Towards the self-annotating web
The success of the Semantic Web depends on the availability of ontologies as well as on the proliferation of web pages annotated with metadata conforming to these ontologies. Thus...
Philipp Cimiano, Siegfried Handschuh, Steffen Staa...
CIKM
2005
Springer
14 years 27 days ago
Fast webpage classification using URL features
We demonstrate the usefulness of the uniform resource locator (URL) alone in performing web page classification. This approach is magnitudes faster than typical web page classific...
Min-Yen Kan, Hoang Oanh Nguyen Thi
KDD
2004
ACM
124views Data Mining» more  KDD 2004»
14 years 21 days ago
Incorporating prior knowledge with weighted margin support vector machines
Like many purely data-driven machine learning methods, Support Vector Machine (SVM) classifiers are learned exclusively from the evidence presented in the training dataset; thus ...
Xiaoyun Wu, Rohini K. Srihari
JCDL
2005
ACM
90views Education» more  JCDL 2005»
14 years 28 days ago
An initial evaluation of automated organization for digital library browsing
In this article we present an evaluation of text clustering and classification methods for creating digital library browse interfaces, focusing on the particular case of collecti...
Aaron Krowne, Martin Halbert
STOC
1997
ACM
97views Algorithms» more  STOC 1997»
13 years 11 months ago
Using and Combining Predictors That Specialize
Abstract. We study online learning algorithms that predict by combining the predictions of several subordinate prediction algorithms, sometimes called “experts.” These simple a...
Yoav Freund, Robert E. Schapire, Yoram Singer, Man...