Semantic enrichment of text representation with wikipedia for text classification

H Yamakawa, A Feldman - 2010 IEEE International …, 2010 - ieeexplore.ieee.org
Text classification is a widely studied topic in the area of machine learning. A number of
techniques have been developed to represent and classify text documents. Most of 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 …

A sample extension method based on Wikipedia and its application in text classification

W Zhu, Y Liu, G Hu, J Ni, Z Lu - Wireless Personal Communications, 2018 - Springer
Text classification is a topic in natural language processing that is particularly useful for
Internet information processing. Methods based on supervised learning require a large …

Exploring Wikipedia and Query Log's Ability for Text Feature Representation

B Li, QC Chen, DS Yeung, WWY Ng… - … on Machine Learning …, 2007 - ieeexplore.ieee.org
The rapid increase of Internet technology requires a better management of Web page
contents. Many text mining researches has been conducted, like text categorization …

Towards automatic classification of wikipedia content

J Szymański - Intelligent Data Engineering and Automated Learning …, 2010 - Springer
Abstract Wikipedia–the Free Encyclopedia encounters the problem of proper classification of
new articles everyday. The process of assignment of articles to categories is performed …

Wikipedia-Based Hybrid Document Representation for Textual News Classification

MAM García, RP Rodríguez, MV Ferro… - 2016 3rd International …, 2016 - ieeexplore.ieee.org
Automatic classification of news articles is a relevant problem due to the large amount of
news generated every day, so it is crucial that these news are classified to allow for users to …

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" …

Building semantic kernels for text classification using wikipedia

P Wang, C Domeniconi - Proceedings of the 14th ACM SIGKDD …, 2008 - dl.acm.org
Document classification presents difficult challenges due to the sparsity and the high
dimensionality of text data, and to the complex semantics of the natural language. The …

An analysis of neural word representations for wikipedia articles classification

J Szymański, N Kawalec - Cybernetics and Systems, 2019 - Taylor & Francis
One of the current popular methods of generating word representations is an approach
based on the analysis of large document collections with neural networks. It creates so …

[PDF][PDF] Automatic content-based categorization of Wikipedia articles

Z Gantner, L Schmidt-Thieme - … of the 2009 Workshop on The …, 2009 - aclanthology.org
Automatic Content-Based Categorization of Wikipedia Articles Page 1 Proceedings of the 2009
Workshop on the People’s Web Meets NLP, ACL-IJCNLP 2009, pages 32–37, Suntec, Singapore …