Institure of Information and Communication Technology (IICT), BUET, Bangladesh

Hajee Mohammad Danesh Science and Technology University, Dinajpur, Bangladesh

November 16, 2024 to Present

November 16, 2022 to November 15, 2024

April 02, 2017 to December 14, 2022

Mahmudul Hasan, Md. Mahedi Hassan, Sumya Akter, Petr Hajek, and Mohammad Zoynul Abedin. “Advances in Explainable Big Data Analytics for Enhanced Cybersecurity.” Information Systems Frontiers (IF = 8.3, SJR Q1, Scopus, WoS), 2025.

Md Jahid Hasan, Mahmudul Hasan, Sumya Akter, Abu Bakar Siddique Mahi, and Md Palash Uddin. “Enhancing Brain Tumor Classification with a Novel Attention-Based Explainable Deep Learning Framework.” Biomedical Signal Processing and Control (IF = 4.9, SJR Q1, Scopus, WoS), 2025 Feb 1;112:108636.

Sumya Akter, Hossen Asiful Mustafa. "Analysis and interpretability of machine learning models to classify thyroid disease". PloS one (IF: 3.7, Q1). 2024 May 31;19(5):e0300670.

Aysa Siddika Asa, Sumya Akter, Md Palash Uddin, Md Delowar Hossain, Shikhor Kumer Roy, and Masud Ibn Afjal. "A comprehensive survey on extractive text summarization techniques." Am. J. Eng. Res 6, no. 1 (2017): 226-239.

Amit Hasan Sikder, Lipa Akter, Md. Sabbir Ahmed Shovon, Bellwall Amin, Sheikh Imtyaz, Sumya Akter. CARBONet: A Predictive LSTM-PPO Reinforcement Learning Framework for Carbon-Aware and Renewable-Adaptive Cloud Workload Scheduling. In ICEEICT 2027, 7th International Conference on Electrical Engineering and Information & Communication Technology (ICEEICT), Dhaka Bangladesh. (Submitted)

Raisa Islam Fariha, Lipa Akter, Amit Hasan Sikder, Sheikh Imtyaz, Sumya Akter. FedXplain- Dia: A Privacy-Preserving Non-IID Federated Hybrid Framework with Explainable and Responsible AI for Diabetes Risk Prediction. In IEEE WIECON-ECE 2026, 12th IEEE International Women in Engineering (WIE) Conference on Electrical and Computer Engineering 2026, Southeast University, Dhaka, Bangladesh. (Submitted)

Amit Hasan Sikder, Sumya Akter, Md. Mofaqkahyrul Islam Mim, Lipa Akter. FedDengueAI: An Explainable and Responsible Privacy-Preserving Federated Hybrid Model for Dengue Severity Prediction in Bangladesh. In ECCE 2027, International Conference on Electrical, Computer and Communication Engineering (ECCE), CUET, Bangladesh. (Submitted)

Maruf Kabir Refat, Baivab Das, Afridi Jubair, Yamin Hossain, Abul Kalam Azad, Sumya Akter, "An Explainable Machine Learning Framework for Crop Recommendation Using Soil and Environmental Features". 5th IEEE International Conference on Robotics, Automation, Artificial-intelligence and Internet-of-Things (RAAICON 2026), Jashore University of Science and Technology (JUST), Jashore, Bangladesh. (Accepted)

Amit Hasan Sikder, Lipa Akter, Maimona Faiza Monisha, Sumya Akter. RAI-FedCardio: A Personalized Gated Wide-and-Deep Federated Framework with XAI and Responsible AI for Heart Disease Prediction. In iCONEECT 2026, 1st International Conference on Next- Generation Electrical and Electronics, Computer Systems, and Technologies 2026, Premier University, Chittagong, Bangladesh. (Accepted)

Amit Hasan Sikder, Adiba Anjum, Raisa Islam Fariha, Lipa Akter, Sumya Akter. OvaCareNet: An Explainable Diagnostic Framework for Polycystic Ovary Syndrome Prediction. In SPICSCON 2026, IEEE International Conference on Signal Processing, Information, Communication and Systems 2026, BAUET, Natore, Bangladesh. (Accepted)

Amit Hasan Sikder, Sumya Akter, Rokiya Tasnim, Mahmudul Hasan, Lipa Akter. Assessing Mental Health in Technology Professionals Using Explainable Machine Learning. In UCICS 2026, 2nd Undergraduate Conference on Intelligent Computing and Systems, Varendra University, Rajshahi, Bangladesh.(Accepted)

Md Mokaddesh Ali, Sumya Akter, Masud Ibn Afjal, Mahmudul Hasan, “ERD-ResNet: A Multi-Scale Deep Learning Framework for Wrist Fracture Classification from X-Ray Images”. In 2026 International Conference on Power, Electronics, Communications, Computing, and Intelligent Infrastructure (PECCII) 2026 Jun 17 (pp. 1-6). IEEE.

Shovan Prita Paul, Aditi Datta Purkayastha, Maruf Kabir Refat, Avishek Roy Sparsho, Sharup Paul, Sumya Akter, “Efficient and Explainable AI-Driven Early Prediction of Gestational Diabetes Mellitus Using Clinical and Non-Clinical Data”. In 2026 IEEE 2nd International Conference on Quantum Photonics, Artificial Intelligence & Networking (QPAIN) 2026 Apr 16 (pp. 1-6). IEEE.

Amit Hasan Sikder, Sumya Akter, Md Amir Hamja, Md. Iftekhar Hossain Tushar, Rokaiya Tasnim, Mahmudul Hasan, "Personalized Tabular Transformer with eXplainable AI for Mental Health Assessment". 28th International Conference on Computer and Information Technology (ICCIT). 2025 Dec 19 (pp. 3152-3157). IEEE

Ohahidur Zaman, Rokaiya Tasnim, Ishrat Jahan, Pankaj Bhowmik, Sumya Akter, and Md Sohrawordi, "An Explainable Ensemble Learning Approach for Gestational Diabetes Prediction". In 2025 2nd International Conference on Next-Generation Computing, IoT and Machine Learning (NCIM). 2025 June 27 (pp. 1-6 ). IEEE

Shovan Prita Paul, Aditi Datta Purkayastha, Kanij Fatema, Sumya Akter, Mahmudul Hasan, Md Delowar Hossain, "Towards Efficient and Scalable Ensemble Machine Learning Models for Lung Cancer Diagnosis". 2025 International Conference on Electrical, Computer and Communication Engineering (ECCE). 2025 Feb 13 (pp. 1-6). IEEE

Jabin Tasmin Anny, Mst Sabrina Momotaj, Abida Meem, Sumya Akter, Pankaj Bhowmik, "An Empirical Machine Learning Approach Towards Effective Sleep Disorder Prediction". 2025 International Conference on Electrical, Computer and Communication Engineering (ECCE). 2025 Feb 13 (pp. 1-6). IEEE

Md Iftekhar Hossain Tushar, Md. Azizur Rahman, Sumya Akter, Mahmudul Hasan, Pankaj Bhowmik, Md. Abdulla Al Mamun, "Exploring the Influence of Global Conflicts on Cryptocurrency Markets with RNN-Based Analysis". 27th International Conference on Computer and Information Technology (ICCIT). 2024 December 20 (pp. 3242-3247). IEEE

Mahmudul Hasan, Md. Jakaria Zobair, Sumya Akter, Mahir Ashef, Nazrin Akter, Nahid Binte Sadia. "Ensemble Based Machine Learning Model for Early Detection of Mother's Delivery Mode". In 2023 International Conference on Electrical, Computer and Communication Engineering (ECCE), 2023 Feb 23 (pp. 1-6). IEEE.

Sumya Akter, Aysa Siddika Asa, Md Palash Uddin, Md Delowar Hossain, Shikhor Kumer Roy, and Masud Ibn Afjal. "An extractive text summarization technique for Bengali document (s) using K-means clustering algorithm." In 2017 IEEE International Conference on Imaging, Vision & Pattern Recognition (icIVPR), pp. 1-6. IEEE, 2017.

Funded by: IICT, BUET, Dhaka, Bangladesh

Funded by: University Grants Commission (UGC), Bangladesh

Funded by: HSTU, Dinajpur, Bangladesh

Funded by: Board of Intermediate and Secondary Education, Dinajpur, Bangladesh

Funded by: Board of Intermediate and Secondary Education, Rajshahi, Bangladesh

Funded by: Institute of Research and Training (IRT), HSTU, Bangladesh

Position: Principal Investigator (PI)

Description: Maternal healthcare remains a pressing concern in developing regions, where early identification of high-risk pregnancies is vital to reducing maternal and neonatal complications. This project proposes a machine learning-based framework for predicting maternal health risks among Bangladeshi women, utilizing a curated dataset that includes clinical, physiological, and historical health indicators.

URL: https://www.researchgate.net/profile/Sumya-Akter

URL: https://www.linkedin.com/in/sumaiya-akter-967753126/

URL: https://scholar.google.com/citations?user=anKwYQ4AAAAJ&hl=en