Document classification with ACM subject hierarchy

T Wang, BC Desai - 2007 Canadian Conference on Electrical …, 2007 - ieeexplore.ieee.org
Text categorization or text classification (TC) has recently received increased research
attention from information retrieval and machine learning communities, this focus is driven …

Classification of text documents

YH Li, AK Jain - The Computer Journal, 1998 - academic.oup.com
The exponential growth of the internet has led to a great deal of interest in developing useful
and efficient tools and software to assist users in searching the Web. Document retrieval …

Contextual feature selection for text classification

F Paradis, JY Nie - Information processing & management, 2007 - Elsevier
We present a simple approach for the classification of “noisy” documents using bigrams and
named entities. The approach combines conventional feature selection with a contextual …

[PDF][PDF] Text classification by labeling words

B Liu, X Li, WS Lee, PS Yu - Aaai, 2004 - cdn.aaai.org
Traditionally, text classifiers are built from labeled training examples. Labeling is usually
done manually by human experts (or the users), which is a labor intensive and time …

[PDF][PDF] Document classification by machine: theory and practice

L Guthrie, E Walker - COLING 1994 Volume 2: The 15th …, 1994 - aclanthology.org
In this note, we present results concerning the theory and practice of determining for a given
document which of several categories it best fits. We describe a mathematical model of …

Study of feature selection algorithms for text-categorization

K Dave - 2011 - digitalscholarship.unlv.edu
This thesis will discuss feature selection algorithms for text-categorization. Feature selection
algorithms are very important, as they can make-or-break a categorization engine. The …

A quick survey of text categorization algorithms

D Munteanu - 2007 - arthra.ugal.ro
this paper contains an overview of basic formulations and approaches to text classification.
This paper surveys the algorithms used in text categorization: handcrafted rules, decision …

Web‐based text classification in the absence of manually labeled training documents

CM Hung, LF Chien - Journal of the American Society for …, 2007 - Wiley Online Library
Most text classification techniques assume that manually labeled documents (corpora) can
be easily obtained while learning text classifiers. However, labeled training documents are …

Text categorization using neural networks initialized with decision trees

N Remeikis, I Skučas, V Melninkaitė - Informatica, 2004 - content.iospress.com
Text categorization–the assignment of natural language documents to one or more
predefined categories based on their semantic content–is an important component in many …

[引用][C] A survey on text categorization

S Niharika, VS Latha, DR Lavanya - International Journal of Computer Trends and …, 2012