Single vs. multi-label: The issues, challenges and insights of contemporary classification schemes

NA Sajid, A Rahman, M Ahmad, D Musleh… - Applied Sciences, 2023 - mdpi.com
Over the decades, a tremendous increase has been witnessed in the production of
documents available in digital form. The increased production of documents has gained so …

A comprehensive evaluation of metadata-based features to classify research paper's topics

G Mustafa, M Usman, MT Afzal, A Shahid… - IEEE Access, 2021 - ieeexplore.ieee.org
The existing plethora of document classification techniques exploits different data sources
either from the content or metadata of research articles. Various journal publishers like …

Multi-label classification of research articles using Word2Vec and identification of similarity threshold

G Mustafa, M Usman, L Yu, MT Afzal, M Sulaiman… - Scientific Reports, 2021 - nature.com
Abstract Every year, around 28,100 journals publish 2.5 million research publications.
Search engines, digital libraries, and citation indexes are used extensively to search these …

Exploiting papers' reference's section for multi-label computer science research papers' classification

NA Sajid, M Ahmad, MT Afzal… - Journal of Information & …, 2021 - World Scientific
The profusion of documents production at an exponential rate over the web has made it
difficult for the scientific community to retrieve most relevant information against the query …

Exploiting reference section to classify paper's topics

NA Sajid, T Ali, MT Afzal, M Ahmad… - Proceedings of the …, 2011 - dl.acm.org
Classification is an important task in data mining. Classification is about organizing data into
relevant nodes in taxonomy. In scientific domain, classification of documents to predefined …

[PDF][PDF] Multi-label classification of computer science documents using fuzzy logic

N Sajid, M Afzal, M Qadir - Journal of the National Science …, 2016 - account.jnsfsl.sljol.info
Classification has been already used for the prediction of predefined topics in many
diversified domains including research paper classification task. A research paper may …

[PDF][PDF] Feature selection for document classification

SZ Faiz - 2021 - cust-library.azurewebsites.net
A bulk of textual documents are available online on the Internet, digital libraries, and news
sources, and their amount is increasing enormously day by day. Scientific literature is …

[PDF][PDF] Classification of scientific publications using swarm intelligence

T Ali, NA Sajid, S Asghar, M Ahmed - Proceedings of the Pakistan …, 2013 - paspk.org
Document classification is an important task in data mining. Currently, identifying category
(ie, topic) of a scientific publication is a manual task. The Association for Computing …

Crowd Sourcing as an Improvement of N-Grams Text Document Classification Algorithm

P Šaloun, D Andršič, B Cigánková… - … on Semantic and …, 2020 - ieeexplore.ieee.org
A common task in a world of natural language processing is text classification useful for eg
spam filters, documents sorting, science articles classification or plagiarism detection. This …

[PDF][PDF] Improvement in Classification Algorithms through Model Stacking with the Consideration of their Correlation

M Azam, T Ahmed, MU Hashmi, R Ahmad… - … Journal of Advanced …, 2019 - researchgate.net
In this research we analyzed the performance of some well-known classification algorithms
in terms of their accuracy and proposed a methodology for model stacking on the basis of …