EXTERNAL PROFILES
Associate Professor
Dr. Mohammad Amzad Hossain
Dr. Mohammad Amzad Hossain received his B.Sc. and M.Sc. in Information and Communication Technology (ICT) from the Islamic University (IU), Kushtia, Bangladesh in 2010 and 2011, respectively. He was a recipient of the two years "ICT Ministry Scholarship" funded by the Ministry of ICT Division, Dhaka, Bangladesh. He received his structured Ph.D. in Computer Science from University of Galway, Galway, Ireland, in June 2022. He is currently an Associate Professor in the Department of Information and Communication Engineering, Noakhali Science and Technology University, Noakhali, Bangladesh. His research interests include Machine Learning, Deep Learning, Medical Image Processing, Spectrum Sensing of Cognitive Radio Networks, MIMO based Cognitive Radio Networks and Cognitive Radio based Internet of Things (CR-IoT) Networks, Internet of Vehicles (IoV), and Machine learning/Deep learning based Wireless Communications. Dr. Amzad has published more than 30 publications in international journals, international conferences, and book chapters with a total number of citations of more than 800 and an H-index of 11 reported by Google Scholar. He also acts as a referee in several highly reputed journals and international conferences.
Applied Chemistry and Chemical Engineering
BIOGRAPHY
Dr. Mohammad Amzad Hossain received his B.Sc. and M.Sc. in Information and Communication Technology (ICT) from the Islamic University (IU), Kushtia, Bangladesh in 2010 and 2011, respectively. He was a recipient of the two years "ICT Ministry Scholarship" funded by the Ministry of ICT Division, Dhaka, Bangladesh. He received his structured Ph.D. in Computer Science from University of Galway, Galway, Ireland, in June 2022. He is currently an Associate Professor in the Department of Information and Communication Engineering, Noakhali Science and Technology University, Noakhali, Bangladesh. His research interests include Machine Learning, Deep Learning, Medical Image Processing, Spectrum Sensing of Cognitive Radio Networks, MIMO based Cognitive Radio Networks and Cognitive Radio based Internet of Things (CR-IoT) Networks, Internet of Vehicles (IoV), and Machine learning/Deep learning based Wireless Communications. Dr. Amzad has published more than 30 publications in international journals, international conferences, and book chapters with a total number of citations of more than 800 and an H-index of 11 reported by Google Scholar. He also acts as a referee in several highly reputed journals and international conferences.
RESEARCH INTERESTS
2018 - 2022
Ph.D.
School of Computer Science
University of Galway, Galway, Ireland
2011 - 2013
M.Sc.
Information and Communication Engineering
Islamic University, Kushtia, Bangladesh
2006 - 2010
B.Sc.
Information and Communication Engineering
Islamic University, Kushtia, Bangladesh
Last updated on 2026-07-10 04:39:50
Associate Professor
Information and Communication Engineering, Noakhali Science and Technology University
2023-01-28 to
2026-07-10
2026-07-10
Assistant Professor
Information and Communication Engineering, Noakhali Science and Technology University
2017-12-29 to
2023-01-27
2023-01-27
Lecturer
Information and Communication Engineering, Noakhali Science and Technology University
2015-12-27 to
2017-12-28
2017-12-28
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AWARDS AND ACHIEVEMENTS
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2026
Journal
Robust and Real-Time Bangladeshi Currency Recognition: A Dual-Stream MobileNet and EfficientNet Approach
Authors: Mohammad Amzad Hossain, Mirza Raquib, Saydul Akbar Murad, Farida Siddiqi Prity, Muhammad Hanif, Nick Rahimi, others
Journal: arXiv preprint arXiv:2602.07015
DOI: arXiv:2602.07015
2025
Journal
Deep learning based non-line of sight optical camera communication system designed for indoor applications
Authors: Ahmed, Md Faisal and Hossain, Mohammad Amzad and Shakib, Md Shadman
Journal: Multimedia Tools and Applications
2025
Journal
Machine learning–based prediction model for oxygen requirement in hospitalized COVID-19 patients
Authors: Piata Binta Naher, Farida Siddiqi Prity, K. M. Aslam Uddin, Mohammad Amzad Hossain & Abidur Rahaman
Journal: Human-Intelligent Systems Integration
2025
Journal
A Unified BERT-CNN-BiLSTM Framework for Simultaneous Headline Classification and Sentiment Analysis of Bangla News
Authors: Mirza Raquib, Munazer Montasir Akash, Tawhid Ahmed, Saydul Akbar Murad, Farida Siddiqi Prity, Mohammad Amzad Hossain, Asif Pervez Polok, Nick Rahimi
Journal: arXiv preprint arXiv:2511.18618
DOI: arXiv:2511.18618
2025
Journal
PSO-XAI: A PSO-Enhanced Explainable AI Framework for Reliable Breast Cancer Detection
Authors: Mirza Raquib, Niloy Das, Farida Siddiqi Prity, Arafath Al Fahim, Saydul Akbar Murad, Mohammad Amzad Hossain, MD Hoque, Mohammad Ali Moni
Journal: arXiv preprint arXiv:2510.20611
DOI: arXiv:2510.20611
2024
Journal
VashaNet: An automated system for recognizing handwritten Bangla basic characters using deep convolutional neural network
Authors: Raquib, Mirza and Hossain, Mohammad Amzad and Islam, Md Khairul and Miah, Md Sipon
Journal: Machine Learning with Applications
2023
Journal
An explainable artificial intelligence framework for the predictive analysis of hypo and hyper thyroidism using machine learning algorithms
Authors: Hossain, Md Bipul and Shama, Anika and Adhikary, Apurba and Raha, Avi Deb and Uddin, KM Aslam and Hossain, Mohammad Amzad and Islam, Imtia and Murad, Saydul Akbar and Munir, Md Shirajum and Bairagi, Anupam Kumar
Journal: Human-Centric Intelligent Systems
2023
Journal
Breast cancer detection based on simplified deep learning technique with histopathological image using BreaKHis database
Authors: Toma, Tania Afroz and Biswas, Shivazi and Miah, Md Sipon and Alibakhshikenari, Mohammad and Virdee, Bal S and Fernando, Sandra and Rahman, Md Habibur and Ali, Syed Mansoor and Arpanaei, Farhad and Hossain, Mohammad Amzad and others
Journal: Radio Science
2023
Journal
Evaluation of machine learning techniques for hypertension risk prediction based on medical data in Bangladesh
Authors: Asadullah, Md and Hossain, Md Murad and Rahaman, Sabrina and Amin, Muhammad Saad and Sumy, Mst Sharmin Akter and Parh, Md Yasin Ali and Hossain, Mohammad Amzad
Journal: Indonesian Journal of Electrical Engineering and Computer Science
2023
Journal
Bioinformatics approach to identify the core ontologies, pathways, signature genes and drug molecules of prostate cancer
Authors: Hossain, Md Bipul and Adhikary, Apurba and Islam, Imtia and Hossain, Mohammad Amzad and Uddin, KM Aslam and Bristy, Sadia Afrin and Rahman, Md Habibur
Journal: Informatics in Medicine Unlocked
2022
Journal
Prediction of depression using machine learning tools taking consideration of oversampling
Authors: Hossain, Md Murad and Asadullah, Md and Hossain, Mohammad Amzad and Amin, Muhammad Saad
Journal: Malaysian Journal of Public Health Medicine
DOI: doi.org/10.37268/mjphm/vol.22/no.2/art.1564
2022
Journal
Enhanced current mirror circuit by dual-gate coplanar amorphous InGaZnO TFTs
Authors: Rahaman, Abidur and Adhikary, Apurba and Hossain, Mohammad Amzad and Islam, Md Mobaidul and Jang, Jin
Journal: International Journal of Circuit Theory and Applications
DOI: doi.org/10.1002/cta.3198
2021
Journal
Brain tumor detection in MR image using superpixels, principal component analysis and template based K-means clustering algorithm
Authors: Islam, Md Khairul and Ali, Md Shahin and Miah, Md Sipon and Rahman, Md Mahbubur and Alam, Md Shahariar and Hossain, Mohammad Amzad
Journal: Machine Learning with Applications
DOI: https://doi.org/10.1016/j.mlwa.2021.100044
2021
Journal
Prediction on domestic violence in bangladesh during the covid-19 outbreak using machine learning methods
Authors: Hossain, Md Murad and Asadullah, Md and Rahaman, Abidur and Miah, Md Sipon and Hasan, M Zahid and Paul, Tonmay and Hossain, Mohammad Amzad
Journal: Applied System Innovation
DOI: https://doi.org/10.3390/asi4040077
2021
Journal
Enhancing the spectrum sensing performance of cluster-based cooperative cognitive radio networks via sequential multiple reporting channels
Authors: Hossain, Mohammad Amzad and Schukat, Michael and Barrett, Enda
Journal: Wireless Personal Communications
DOI: https://doi.org/10.1007/s11277-020-07802-4
2021
Journal
Machine learning-based malicious user detection in energy harvested cognitive radio-internet of things
Authors: Miah, Md Sipon and Hossain, Mohammad Amzad and Ahmed, Kazi Mowdud and Rahman, Md Mahbubur and Calhan, Ali and Cicioglu, Murtaza
Journal: Authorea Preprints
2019
Journal
Automatic human brain tumor detection in MRI image using template-based K means and improved fuzzy C means clustering algorithm
Authors: Alam, Md Shahariar and Rahman, Md Mahbubur and Hossain, Mohammad Amzad and Islam, Md Khairul and Ahmed, Kazi Mowdud and Ahmed, Khandaker Takdir and Singh, Bikash Chandra and Miah, Md Sipon
Journal: Big Data and Cognitive Computing
DOI: https://doi.org/10.3390/bdcc3020027
2018
Journal
Unscented kalman filter based on spectrum sensing in a cognitive radio network using an adaptive fuzzy system
Authors: Amin, Md Ruhul and Rahman, Md Mahbubur and Hossain, Mohammad Amzad and Islam, Md Khairul and Ahmed, Kazi Mowdud and Singh, Bikash Chandra and Miah, Md Sipon
Journal: Big Data and Cognitive Computing
DOI: https://doi.org/10.3390/bdcc2040039
2026
Conference
Deep Learning for High-Fidelity Mpox Classification: From Data to Diagnosis
Authors: Tonmoy Debnath, Apurba Adhikary, Sultana Jahan Soheli, Md Shamim Ahsan, Avi Deb Raha, Yu Qiao, Mohammad Amzad Hossain, Abidur Rahaman
DOI: 10.1109/QPAIN69676.2026.11545829
2026
Conference
Hybrid EfficientNet-B3 and Vision Transformer Model for Thyroid Nodule Classification with Explainable AI
Authors: Shatabdi Acharjee, Mirza Raquib, Md Imam Uddin Forkan, Afif Hossain Irfan, Farida Siddiqi Prity, Md Jiabul Hoque, Mohammad Amzad Hossain, Apurba Adhikary
DOI: 10.1109/QPAIN69676.2026.11546238
2026
Conference
A Novel Lightweight CNN Architecture for Multi-Class Brain Tumour Detection from MR Image
Authors: Israt Jahan Tarifa, Md Imam Uddin Forkan, Afif Hossain Irfan, Farida Siddiqi Prity, MD Jiabul Hoque, Mohammad Amzad Hossain, Abidur Rahaman
DOI: 10.1109/QPAIN69676.2026.11545870
2026
Conference
Hybrid Deep Learning Framework for Automated Plant Leaf Disease Detection
Authors: Nipa Rani Das, Mirza Raquib, Farida Siddiqi Prity, Md Imam Uddin Forkan, Afif Hossain Irfan, Md Jiabul Hoque, Mohammad Amzad Hossain
DOI: 10.1109/IATMSI68868.2026.11466269
2024
Conference
VashaNet-V2: Bangla Handwritten Character Recognition Using a Novel Deep Convolutional Neural Network and an Extended Original Dataset
Authors: Raquib, Mirza and Hossain, Mohammad Amzad and Rafi, Jubayar Alam and Newaz, Iftehaz and Hossain, Maruf and Rony, Mohammad and Prity, Farida Siddiqi and Hossain, Bipul
2021
Conference
MU-MIMO based cognitive radio in internet of vehicles (IoV) for enhanced spectrum sensing accuracy and sum rate
Authors: Hossain, Mohammad Amzad and Schukat, Michael and Barrett, Enda
DOI: 10.1109/VTC2021-Spring51267.2021.9449068
2021
Conference
A reliable energy and spectral efficient spectrum sensing approach for cognitive radio based IoT networks
Authors: Hossain, Mohammad Amzad and Schukat, Michael and Barrett, Enda
DOI: 10.1109/CCWC51732.2021.9376142
2019
Conference
Enhancing the spectrum utilization in cellular mobile networks by using cognitive radio technology
Authors: Hossain, Mohammad Amzad and Schukat, Michael and Barrett, Enda
DOI: 10.1109/ISSC.2019.8904965
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- Institutional Email: amzad@nstu.edu.bd
- Personal Email: amzadiceiu@gmail.com
- Mobile number: 01722941909
- Emergency Contact: 01716742731
- PABX:N/A
- Website:N/A
Department
Applied Chemistry and Chemical Engineering
Noakhali Science and Technology University