[PDF][PDF] Representation and classification of text documents: A brief review

BS Harish, DS Guru, S Manjunath - IJCA, Special Issue on …, 2010 - researchgate.net
Text classification is one of the important research issues in the field of text mining, where
the documents are classified with supervised knowledge. In literature we can find many text …

Arabic document classification: performance investigation of preprocessing and representation techniques

AY Muaad, HJ Davanagere, DS Guru… - Mathematical …, 2022 - Wiley Online Library
With the increasing number of online social posts, review comments, and digital
documentations, the Arabic text classification (ATC) task has been hugely required for many …

[HTML][HTML] Arabic Web page clustering: A review

HM Alghamdi, A Selamat - Journal of King Saud University-Computer and …, 2019 - Elsevier
Clustering is the method employed to group Web pages containing related information into
clusters, which facilitates the allocation of relevant information. Clustering performance is …

How to improve text summarization and classification by mutual cooperation on an integrated framework

H Jeong, Y Ko, J Seo - Expert Systems with Applications, 2016 - Elsevier
Text summarization and classification are core techniques to analyze a huge amount of text
data in the big data environment. Moreover, as the need to read texts on smart phones …

A novel term_class relevance measure for text categorization

DS Guru, M Suhil - Procedia Computer Science, 2015 - Elsevier
In this paper, we introduce a new measure called Term_Class relevance to compute the
relevancy of a term in classifying a document into a particular class. The proposed measure …

Semi-supervised text categorization using recursive K-means clustering

HS Gowda, M Suhil, DS Guru, LN Raju - Recent Trends in Image …, 2017 - Springer
In this paper, we present a semi-supervised learning algorithm for classification of text
documents. A method of labeling unlabeled text documents is presented. The presented …

[PDF][PDF] Arabic documents classification method a step towards efficient documents summarization

HA Hassan, MY Dahab, K Bahnassy… - … Journal on Recent …, 2015 - researchgate.net
The massive growth of online information obliged the availability of a thorough research in
the domain of automatic text summarization within the Natural Language Processing (NLP) …

Document classification using symbolic classifiers

MB Revanasiddappa, BS Harish… - … and Informatics (IC3I), 2014 - ieeexplore.ieee.org
In this paper, we present symbolic classifiers to classify text documents. We propose to use
cluster based symbolic representation followed by symbolic feature selection methods to …

The hybrid feature selection k-means method for Arabic webpage classification

H Alghamdi, A Selamat - Jurnal Teknologi, 2014 - journals.utm.my
The high-dimensional data features found in the enormous amount of Arabic text available
on the Internet is an important research problem in Web information retrieval. It reduces the …

Classification of text documents using adaptive fuzzy c-means clustering

BS Harish, B Prasad, B Udayasri - … Informatics (ISI'13), August 23-24 2013 …, 2014 - Springer
In this paper, we propose a new method of representing text documents based on clustering
of term frequency vectors. Term frequency vectors of each cluster are used to form a …