Medical Text Classification Based on Convolutional Neural Network: A Review
Author (s)
Hazha Saeed Yahia & Adnan Mohsin Abdulazeez
Abstract
Medical text classification has a significant impact on disease diagnosis, medical research, and the automatic development of disease ontology, acquiring knowledge of clinical results recorded in the medical literature. Hence, medical text classification is challenging because it contains terminologies that describe medical concepts and terminologies. Furthermore, the medical data mostly does not follow natural language grammar; it has inadequate grammatical sentences. The techniques used for text classification give different results comparing to medical text classifications, as extracting text and training sets are different. One of the most significant text classification models in general and medical text classification specifically is CNN-based models. In this paper, many papers on medical text classification have been reviewed, and the details of each article, such as algorithms, or approaches used, databases, classification techniques, and outcomes obtained, are evaluated and outlined thoroughly. Besides, discussions were carried out on all the studied papers, which profoundly influenced medical documents classification.
Keywords: Text classification, Medical text classification, Neural networks, Convolutional neural networks, CNN architecture.
| Title: | Medical Text Classification Based on Convolutional Neural Network: A Review |
|---|---|
| Author: | Hazha Saeed Yahia & Adnan Mohsin Abdulazeez |
| Journal Name: | International Journal of Science and Business |
| Website: | ijsab.com |
| ISSN: | ISSN 2520-4750 (Online), ISSN 2521-3040 (Print) |
| DOI: | https://doi.org/10.5281/zenodo.4483635 |
| Media: | Online |
| Volume: | 5 |
| Issue: | 3 |
| Acceptance Date: | 30/01/2021 |
| Date of Publication: | 31/01/2021 |
| PDF URL: | https://ijsab.com/wp-content/uploads/683.pdf |
| Free download: | Available |
| Page: | 27-41 |
| First Page: | 27 |
| Last Page: | 41 |
| Paper Type: | Literature Review |
| Current Status: | Published |
Cite This Article:
Hazha Saeed Yahia & Adnan Mohsin Abdulazeez (2021). Medical Text Classification Based on Convolutional Neural Network: A Review. International Journal of Science and Business, 5(3), 27-41. doi: https://doi.org/10.5281/zenodo.4483635
Retrieved from https://ijsab.com/wp-content/uploads/683.pdf
About Author (s)
Hazha Saeed Yahia (corresponding author), Poly Techniques University, Duhok, Kurdistan Region, Iraq. E-mail: Hazha.yahia@gmail.com
Professor Adnan Mohsin Abdulazeez, Duhok Polytechnic University, Duhok, Kurdistan Region, Iraq.
DOI: https://doi.org/10.5281/zenodo.4483635