Automatic Bangla article content categorization using a hybrid deep learning model
| bracu.type.group | Research Publications | |
| datacite.rights | Metadata Only | |
| dc.contributor.author | Mehedi, Md Humaion Kabir | |
| dc.contributor.author | Faruk, Kazi Omar | |
| dc.contributor.author | Rahman, Anika | |
| dc.contributor.author | Nessa, Iffatun | |
| dc.contributor.author | Zabin, Benozir | |
| dc.contributor.author | Nahar, Khairun | |
| dc.contributor.author | Iqbal, Shadab | |
| dc.contributor.author | Hossain, Md Sabbir | |
| dc.contributor.author | Rasel, Annajiat Alim | |
| dc.contributor.department | Department of Computer Science and Engineering | |
| dc.date.accessioned | 2026-08-15T12:20:11Z | |
| dc.date.available | 2026-08-15T12:20:11Z | |
| dc.date.issued | 2022-01-01 | |
| dc.description.abstract | The process of categorizing or marking documents based on their content is known as document classification or categorization. Bangla is the world's fifth most widely spoken native language and the sixth most widely spoken language overall. Proper methods for automatic document classification are very limited. In this paper, we have introduced a hybrid deep learning model which is the combination of CNN-BiLSTM for automatic article categorization for Bangla language. We have also compared our model with different classifiers to measure its efficiency. Our proposed model acheived 83.48% accuracy. | |
| dc.description.version | Published | |
| dc.format.extent | 19-25 | |
| dc.identifier.citation | M. H. K. Mehedi et al., "Automatic Bangla Article Content Categorization using a Hybrid Deep Learning Model," 2022 IEEE 10th Region 10 Humanitarian Technology Conference (R10-HTC), Hyderabad, India, 2022, pp. 19-25, doi: 10.1109/R10-HTC54060.2022.9930103. | |
| dc.identifier.doi | 10.1109/R10-HTC54060.2022.9930103 | |
| dc.identifier.isbn | 9781665401562 | |
| dc.identifier.issn | 25727621 | |
| dc.identifier.other | 2-s2.0-85142032104 | |
| dc.identifier.uri | https://hdl.handle.net/10361/29084 | |
| dc.language.iso | en_US | |
| dc.publisher | Institute of Electrical and Electronics Engineers Inc. | |
| dc.relation.hasversion | 10.1109/R10-HTC54060.2022.9930103 | |
| dc.relation.ispartof | IEEE Region 10 Humanitarian Technology Conference R10 Htc | |
| dc.relation.ispartofseries | IEEE Region 10 Humanitarian Technology Conference R10 Htc | |
| dc.relation.uri | https://ieeexplore.ieee.org/document/9930103 | |
| dc.rights | false | |
| dc.subject | BiLSTM | |
| dc.subject | CNN | |
| dc.subject | CNN-BiLSTM | |
| dc.subject | LSTM | |
| dc.subject | RNN | |
| dc.subject.lcsh | Deep learning (Machine learning). | |
| dc.subject.lcsh | Mathematical linguistics. | |
| dc.title | Automatic Bangla article content categorization using a hybrid deep learning model | |
| dc.type | Conference Proceeding | |
| oaire.citation.volume | 2022-September | |
| person.affiliation.name | BRAC University | |
| person.affiliation.name | BRAC University | |
| person.affiliation.name | BRAC University | |
| person.affiliation.name | BRAC University | |
| person.affiliation.name | BRAC University | |
| person.affiliation.name | BRAC University | |
| person.affiliation.name | BRAC University | |
| person.affiliation.name | BRAC University | |
| person.affiliation.name | BRAC University | |
| person.identifier.scopus-author-id | 57422283000 | |
| person.identifier.scopus-author-id | 57927317000 | |
| person.identifier.scopus-author-id | 58280892900 | |
| person.identifier.scopus-author-id | 57967865500 | |
| person.identifier.scopus-author-id | 57968329100 | |
| person.identifier.scopus-author-id | 57968639000 | |
| person.identifier.scopus-author-id | 57968942200 | |
| person.identifier.scopus-author-id | 57422733600 | |
| person.identifier.scopus-author-id | 56495276900 |