Profile Photo
Chandrima, Bypass Road, Rajshahi-6204
Sumaya Hannan Shova
Designation Office Department
Lecturer Computer Science and Engineering
Education Summary B.Sc in CSE
Name of Degree Subject/Group Institution University Passing Year
B.Sc in CSE CSE Varendra University Rajshahi 2024
Duration Department/Office Organization Position
08 Jul 2024 - 19 Aug 2026 CSE Varendra University Lecturer
Conference Paper
# Title
1 Sumaya Hannan Shova, Rinku Islam, Sarwar Hossain, Md Ishtiaq Ahmed, Md. Abdul Malek, Mst. Mohona Akter, "AComprehensive Hybrid Deep Learning Approach for Bone Fracture Detection in X-ray Images Using Optimized CNNs and Transfer Learning" , published in QPAIN 2026
Published date: Aug 2026
2 Md. Abdul Malek, Sunjita Yesmin Bithy, Rinku Islam, Sumaya Hannan Shova, Md Ishtiaq Ahmed, Sarwar Hossain, "Exploring Emotional Intensity Variation in Speech through Intensity-Aware CNN-Based Acoustic Modeling Using MFCC Features" , published in QPAIN 2026
Published date: Aug 2026
3 Sumaya Hannan Shova, Md. AbdulMalek, Sunjita Yesmin Bithy, Rinku Islam, Abdullah Al Bassam, "Multi-Region Pandemic Spread Network Model Using Covid-19 Data" , published in Inetrnational Conference on Engineering and Frontier Technologies (ICEFronT 2026) (Submitted)
Published date: Aug 2026
4 Md. Abdul Malek, Sumaya Hannan Shova, Abdullah Al Bassam, Sunjita Yesmin Bithy, Rinku Islam, "Graph Neural Network Based Drug Repurposing for Alzheimer’s Disease" , published in Inetrnational Conference on Engineering and Frontier Technologies (ICEFronT 2026) (Submitted)
Published date: Aug 2026
5 Sumaya Hannan Shova, Mst. Mohona Akter, Abdullah Al Bassam, "Machine Learning Framework for Antibi otic Resistance Mechanism Prediction Using CARD" , published in IEEE Interna tional Conference on Biomedical Engineering, Computer and Information Technology for Health (BECITHCON-2026) (Submitted)
Published date: Aug 2026
6 I.S.M Rahik, Mst. Mazeda Noor Tasnim, Sumaya Hannan Shova, Abdullah Al Bassam, "CALICO-Pay: Cali brated & Conformal, Explainable Fraud Detection for Responsible Digital Payments" , published in IEEE 3rd International Conference on Computing, Applications and Systems (COMPAS-2026). (Submitted)
Published date: Aug 2026
7 MD. SABBIR AHAMMED, RINKU ISLAM, SUMAYA HANNAN SHOVA, GOLAM AHNAF ZADID, MD. ASHIKUZZAMAN ASHIK, "A Deep Ensemble Approach for Multi-Label Ocular Disease Classification Using Fundus Images" , published in 3rd International Conference on Big Data, IoT and Machine Learning (BIM 2025)
Published date: Sep 2025
8 Sumaya Hannan Shova, Md Khalid Sakib, Md. Rifat Hasan, Ashifa Khatun Konika, Ahammad Hossain, Md. Kamruzzaman, Md. Abdul Khalek and Md. Ayub Ali, "1. Assessment of Depression, Anxiety, and Stress among Bangladeshi Adults on Technology Overuse" , published in The Role of Statistics and Data Science in 4IR (ICRSDS4IR)
Published date: Dec 2024
Journal
# Title
1 Md. Ishtiaq Ahmed, Rinku Islam, Sumaya Hannan Shova, Md. Sarwar Hosain, Md. Najmul Hossain, and Tetsuya Shimamura, "Explainable Hybrid Machine Learning Framework for Multi-Class Anemia Classification Us ing Statistical and Wrapper-Based Feature Selection Methods" , published in IEE Access 2026, under review
Published date: Aug 2026
2 Rinku Islam, Sumaya Hannan Shova, Md. Ashikuzzaman Ashik, Zakirul Islam, Md. Sarwar Hosain, Md. Najmul Hossain, and Tetsuya Shimamura, "Hybrid Deep Learning Framework for Multi-Class Brain Tumor Classifi cation Using MRI" , published in IEE Access 2026, under review
Published date: Aug 2026
3 Rinku Islam, Sumaya Hannan Shova, Abdullah Al Bassam, "A Deep Feature-Based Framework for Multi Class Lung Disease Classification from Chest X-Ray Images" , published in Elsevier: Biomedical Signal Processing & Control. (under review)
Published date: Aug 2026
Book Chapter
# Title
1 Sumaya Hannan Shova, Rinku Islam, Abdullah Al Bassam, Md. Kamruzzaman, "Emerging Trends in Climate Change and Sustainable Development Goals: A Social Science Perspective" , published in CRC Press (Taylor & Francis Group), 2026. (under review)
Published date: Aug 2026
2 MD. SABBIR AHAMMED, Rinku Islam, Sumaya Hannan Shova, Golam Ahnaf Zadid and Md. Ashikuzzaman Ashik, "A Deep Ensemble Approach for Multi-Label Ocular Disease Classification Using Fundus Images." , published in Taylor & Francis upcoming edited book. (Accepted)
Published date: Aug 2026
COURSE OFFERED
Course Name Course Activity Course Materials
Numerical Methods Inactive
Numerical Methods Lab Inactive
Computer Architecture Inactive
Computer Architecture Lab Inactive
Advance Database Management System Active
Advance Database Management System Lab Active
Computer Fundamentals Active
RESEARCHES

Title: Evaluation of Depression, Anxiety, and Stress among Bangladeshi Adults on Technology Overuse

Project Institute: Varendra University

Project Supervisor: Dr. Ahammad Hossain

Title: Impact of Online Teaching and Learning among Varendra University Students

Project Institute: Varendra University

Project Supervisor: Dr. Ahammad Hossain

Awards and Honors

  • Best Debater, awarded by Debate Bangladesh (2022, 2023)

Seminar Attended

  • Fostering Innovation and Excellence in Technology and Research, Organized by Varendra University (2024)

  • Significance of Analytical Skill and Human Values for Students, Organized by Varendra University (2025)

Other Information

Completed Machine Learning course, Certified by Dr.Murali Rallapalli, 2023