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Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.
Automated Categorization of Research Papers with MONO Supervised Term Weighting in RECApp
Digital Object Identifier (DOI) : 10.14569/IJACSA.2023.0140240
Article Published in International Journal of Advanced Computer Science and Applications(IJACSA), Volume 14 Issue 2, 2023.
Abstract: Natural Language Processing, specifically text classification or text categorization, has become a trend in computer science. Commonly, text classification is used to categorize large amounts of data to allocate less time to retrieve information. Students, as well as research advisers and panelists, take extra effort and time in classifying research documents. To solve this problem, the researchers used state-of-the-art supervised term weighting schemes, namely: TF-MONO and SQRTF-MONO and its application to machine learning algorithms: K-Nearest Neighbor, Linear Support Vector, Naive Bayes Classifiers, creating a total of six classifier models to ascertain which of them performs optimally in classifying research documents while utilizing Optical Character Recognition for text extraction. The results showed that among all classification models trained, SQRTF-MONO and Linear SVC outperformed all other models with an F1 score of 0.94 both in the abstract and the background of the study datasets. In conclusion, the developed classification model and application prototype can be a tool to help researchers, advisers, and panelists to lessen the time spent in classifying research documents.
Keywords: Text classification; supervised tern weighting schemes; optical character recognition; machine learning algorithms
Ivic Jan A. Biol, Rhey Marc A. Depositario, Glenn Geo T. Noangay, Julian Michael F. Melchor, Cristopher C. Abalorio and James Cloyd M. Bustillo, “Automated Categorization of Research Papers with MONO Supervised Term Weighting in RECApp” International Journal of Advanced Computer Science and Applications(IJACSA), 14(2), 2023. http://dx.doi.org/10.14569/IJACSA.2023.0140240
@article{Biol2023,
title = {Automated Categorization of Research Papers with MONO Supervised Term Weighting in RECApp},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2023.0140240},
url = {http://dx.doi.org/10.14569/IJACSA.2023.0140240},
year = {2023},
publisher = {The Science and Information Organization},
volume = {14},
number = {2},
author = {Ivic Jan A. Biol and Rhey Marc A. Depositario and Glenn Geo T. Noangay and Julian Michael F. Melchor and Cristopher C. Abalorio and James Cloyd M. Bustillo}
}
