An improved concept vector space model for ontology based classification

Z Kastrati, AS Imran, SY Yayilgan - 2015 11th International …, 2015 - ieeexplore.ieee.org
This paper proposes an improved concept vector space (ICVS) model which takes into
account the importance of ontology concepts. Concept importance shows how important a …

Adaptive concept vector space representation using markov chain model

Z Kastrati, AS Imran - … , EKAW 2014, Linköping, Sweden, November 24-28 …, 2014 - Springer
This paper proposes an adaptive document representation (concept vector space model)
using Markov Chain model. The vector space representation is one of the most common …

Supervised ontology-based document classification model

Z Kastrati, SY Yayilgan - Proceedings of the international conference on …, 2017 - dl.acm.org
Ontology-based document classification relies on background knowledge exploited by
ontologies to represent documents. Background knowledge is embedded in a document …

[HTML][HTML] Performance analysis of machine learning classifiers on improved concept vector space models

Z Kastrati, AS Imran - Future Generation Computer Systems, 2019 - Elsevier
This paper provides a comprehensive performance analysis of parametric and non-
parametric machine learning classifiers including a deep feed-forward multi-layer …

A concept-based model for enhancing text categorization

S Shehata, F Karray, M Kamel - Proceedings of the 13th ACM SIGKDD …, 2007 - dl.acm.org
Most of text categorization techniques are based on word and/or phrase analysis of the text.
Statistical analysis of a term frequency captures the importance of the term within a …

Use of a domain-specific ontology to support automated document categorization at the concept level: Method development and evaluation

YH Lee, PJH Hu, WJ Tsao, L Li - Expert Systems with Applications, 2021 - Elsevier
Voluminous, conveniently accessible textual documents, created and disseminated by
modern information technology, makes automated document organization increasingly …

A general framework for text document classification using semcon and acvsr

Z Kastrati, AS Imran, SY Yayilgan - … 2015, Los Angeles, CA, USA, August 2 …, 2015 - Springer
The text document classification employs either text based approach or semantic based
approach to index and retrieve text documents. The former uses keywords and therefore …

Use of ontology to support concept-based text categorization

YH Lee, WJ Tsao, TH Chu - … E-Business Systems. Markets, Services, and …, 2009 - Springer
Huge volumes of worldwide accessible information have led to the tool necessity for better
handling of massive information to overcome the conventional manual method. Thus …

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 …

[PDF][PDF] Text classification based on domain ontology

H Gu, K Zhou - Journal of Communication and Computer, 2006 - Citeseer
With the quick increase of information and knowledge, automatically classifying text
documents is becoming a hotspot of knowledge management. A critical capability of …