Information and Communication Engineering

Information and Communication Engineering

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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.

Information and Communication Engineering
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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
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.

Ph.D.

School of Computer Science
University of Galway, Galway, Ireland
2018 - 2022

M.Sc.

Information and Communication Engineering
Islamic University, Kushtia, Bangladesh
2011 - 2013

B.Sc.

Information and Communication Engineering
Islamic University, Kushtia, Bangladesh
2006 - 2010
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

Assistant Professor

Information and Communication Engineering, Noakhali Science and Technology University
2017-12-29 to
2023-01-27

Lecturer

Information and Communication Engineering, Noakhali Science and Technology University
2015-12-27 to
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
No Data Found
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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Department

Information and Communication Engineering

Noakhali Science and Technology University