Improving documents classification with semantic features

B Rujiang, L Junhua - 2009 Second International Symposium …, 2009 - ieeexplore.ieee.org
Successful text classification is highly dependent on the representations used. Currently,
most approaches to text classification adopt thebag-of-words' document representation …

Applying RDF ontologies to improve text classification

W Xiaoyue, B Rujiang - 2009 International Conference on …, 2009 - ieeexplore.ieee.org
Current classification methods are based on the ldquobag of wordsrdquo (BOW)
representation, which only accounts for term frequency in the documents, and ignores …

An automatic document classifier system based on naive bayes classifier and ontology

YH Chang, HY Huang - 2008 International Conference on …, 2008 - ieeexplore.ieee.org
An Automatic Document Classifier System based on Ontology and the Naíve Bayes
Classifier is proposed in this paper. The main concept is to first establish a keyword …

General framework for text classification based on domain ontology

X Yang, N Sun, Y Zhang, D Kong - 2008 Third International …, 2008 - ieeexplore.ieee.org
Ontology can provide a powerful representation of information space and solve many
semantic problems. It is wonderful to apply ontology to text classification. This paper …

Research of Chinese text classification methods based on semantic vector and semantic similarity

X Song, J Huang, J Zhou, X Chen - 2009 International Forum …, 2009 - ieeexplore.ieee.org
To overcome the limitations of traditional text classification approaches based on bag-of-
words representation and to effectively incorporate linguistic knowledge and conceptual …

Documents classification by using ontology reasoning and similarity measure

J Fang, L Guo, Y Niu - 2010 Seventh International Conference …, 2010 - ieeexplore.ieee.org
Ontology-based documents classification method is introduced to solve the problem of
classifier training and not considering semantic relations between words in traditional …

Research of english text classification methods based on semantic meaning

L Lv, YS Liu - 2005 international conference on information and …, 2005 - ieeexplore.ieee.org
To overcome the limitations of traditional text classification approaches based on bag-of-
words representation and to effectively incorporate linguistic knowledge and conceptual …

Improving text classification by using encyclopedia knowledge

P Wang, J Hu, HJ Zeng, L Chen… - … conference on data …, 2007 - ieeexplore.ieee.org
The exponential growth of text documents available on the Internet has created an urgent
need for accurate, fast, and general purpose text classification algorithms. However, the" …

Exploiting Turkish Wikipedia as a semantic resource for text classification

M Poyraz, MC Ganiz, S Akyokuş… - … on Innovations in …, 2012 - ieeexplore.ieee.org
Majority of the existing text classification algorithms are based on the “bag of words”(BOW)
approach, in which the documents are represented as weighted occurrence frequencies of …

Automatic classification of web pages based on the concept of domain ontology

MH Song, SY Lim, DJ Kang… - 12th Asia-Pacific Software …, 2005 - ieeexplore.ieee.org
The use of ontology in order to provide a mechanism to enable machine reasoning has
continuously increased during the last few years. This paper suggests an automated method …