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Department of Computer Science and Engineering
Bangladesh Army University of Engineering & Technology
Department of Computer Science and Engineering
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Mst. Irin Sultana

Lecturer

Mst. Irin Sultana
Mst. Irin Sultana

Lecturer

Dept. of CSE

Profile Details

Interest Areas

01 M.Sc. Engg. in Computer Science & Engineering

Rajshahi University of Engineering & Technology (RUET)

Degree awarded in 2025
02 B.Sc. Engg. in Computer Science & Engineering

Pabna University of Science and Technology (PUST), Pabna, Bangladesh

Degree awarded in 2019
S/L Position & Institution Term of Employment
From To Total
01 Lecturer, Dept. of CSE, BAUET 10/03/2020 Present 5 months

ResearchGate: https://www.researchgate.net/profile/Irin-Sultana-14

Orcid: https://orcid.org/0009-0002-7841-7589

Google Scholar: https://scholar.google.com/citations?user=CX-NqgQAAAAJ&hl=en

Journals: 05

  1. Irin Sultana, Md. Rabiul Islam, Md. Nazmus Salehin, “A Hybrid Feature Selection and Advanced Machine Learning Framework for Forecasting Infant Mortality Rate in Bangladesh”, Kongzhi yu Juece / Control and Decision, vol. 41, Issue 01, p. 3459-3472, Feb. 2026.

 

  1. Nazmus Salehin, Mst. Irin Sultana, Abdullah Rakib Akand, Mostak Ahmed, Syed Ali Haider, “Evaluating the Statistical Reliability of Machine Learning Intrusion Detection Models for Real Time High Traffic Networks”, Kongzhi yu Juece / Control and Decision, vol. 40, Issue 10, p. 3349-3361, Nov. 2025.

 

  1. Irin Sultana, Md. Nazmus Salehin, “Identification of Risk Factors and Development of Machine-Learning-Based Forecasting Models for Infant and Maternal Mortality in Bangladesh”, Kongzhi yu Juece / Control and Decision, vol. 40, Issue 10, p. 3363-3374, Nov. 2025.
  1. Irin Sultana, Md. Nazmus Salehin, Abu Saleh Jafar Imam Sujan, Syed Ali Haider, Mostak, Ahmed, Abdullah Rakib Akand, “Quantitative Study of Neural Network-Based Anomaly Detection for Real-Time Cyberattack Identification in Large-Scale Computing Networks”, Kongzhi yu Juece / Control and Decision, vol. 40, Issue 10, p. 3315-3323, Nov. 2025.
  2. Nazmus Salehin, Irin Sultana, “Investigation of Influential Factors Towards Predicting Death Rate in Bangladesh”, International Journal of Research and Innovation in Social Science (IJRISS), Vol. VI, Issue IV, pp. 639-644, ISSN 2454-6186, April, 2022.

Conference Papers: 10

  1. Mst. Irin Sultana, Md. Rabiul Islam and Md. Nazmus Salehin, “A Regression Model-Based Approach to Identify Economic Determinants for Infant Mortality in Bangladesh” in International Conference on Power, Electronics, Communications, Computing, and Intelligent Infrastructure 2026 (PECCII), IEEE, 17-18 June, 2026.
  2. Md. Fahim Bin Alam, Md. Nazmus Salehin and Mst. Irin Sultana, “A Lightweight and Efficient CNN for Bangladeshi Currency Recognition with Leakage-Aware Cross-Dataset Evaluation” in International Conference on Power, Electronics, Communications, Computing, and Intelligent Infrastructure 2026 (PECCII), IEEE, 17-18 June, 2026.
  3. Md. Nazmus Salehin, Md. Rabiul Islam, Md. Momenul Haque and Mst. Irin Sultana, “A Lightweight Transfer Learning Model for Face Mask Identification and Masked Face Recognition with Cross-Validation”, 5th International Conference on Electrical, Computer & Telecommunication Engineering (ICECTE), IEEE, Jan 29-31, 2026.
  4. Irin Sultana, Md. Rabiul Islam and Md. Nazmus Salehin, “A Comparison of Machine Learning Techniques for Analyzing Infant Mortality in Bangladesh” in 2023 International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD), pp. 310-314, Sep 21, 2023, DOI: 10.1109/ICICT4SD59951.2023.10303295
  5. Md. Shafiullah, Mehenaz Chowdhury, Mst. Irin Sultana and Md. Nazmus Salehin, “Building Prediction Models and Risk Factor Identification for Mobile Cellular Subscription Rate in Bangladesh” in 2022 International Conference on Innovations in Science, Engineering and Technology (ICISET), pp. 295-300, February 26, 2022.
  6. Md. Mahmudul Hasan, Mst Irin Sultana, Umme Salma and Mst Lucky Sultana Lovely, “Investigation of influential factors towards predicting birth rate in Bangladesh” in 2020 International Conference on Emerging Trends in Information Technology and Engineering (ic-ETITE), pp. 1-6, Feb 24, 2020.
  7. Umme Salma, Md. Mahmudul Hasan, Mst Irin Sultana, “A regression model-based approach to identifying determining factors for GDP growth in Bangladesh” in 2020 International Conference on Emerging Trends in Information Technology and Engineering (ic-ETITE), pp. 1-6, Feb 24, 2020.
  8. Monira Khatun, Umme Salma, Irin Sultana, Md. Mahmudul Hasan, “Carbon dioxide emission from fossil fuel: A procedure for building a predictive model” in 2019 3rd International Conference on Electrical, Computer & Telecommunication Engineering (ICECTE), pp. 177-180, Dec 26, 2019.
  9. Mst. Lucky Sultana Lovely, Mst. Irin Sultana, Md Mahmudul Hasan, “Building Predictive Models for Infant Mortality Rate in Bangladesh” in 2019 1st International Conference on Advances in Science, Engineering and Robotics Technology (ICASERT), pp. 1-6, May 3, 2019
  10. Mst Irin Sultana, Mst Lucky Sultana Lovely, Md Mahmudul Hasan, “Building prediction models for maternal mortality rate in Bangladesh” in 2019 5th International Conference on Advances in Electrical Engineering (ICAEE), pp. 375-380, Sep 26, 2019.

 

Machine Learning, Deep Learning, Computer Vision, Bioinformatics, Data Mining and Cyber Security.

S/N Description of the Accomplishment
01 Academic Distinction

Completed M.Sc. Engg. in Computer Science and Engineering (CSE) from Rajshahi University of Engineering & Technology (RUET), achieving First Class (CGPA 3.83).
02 Academic Distinction

Completed B.Sc. Engg in Computer Science and Engineering from Pabna University of Science and Technology (PUST), Pabna, Bangladesh, achieving Department First.
No. Seminar / Workshop Organizer Date
01 Social Engineering and Ethical Hacking in the Context of Cyber Security Threats: Time to Get Prepared and React Accordingly Department of Computer Science and Engineering, BAUET 09 October 2023
02 Research Scopes in Artificial Intelligence: Planning and Scheduling Department of Computer Science and Engineering in association with IQAC, BAUET 06 March 2023
03 Implementation of Outcome-Based Education in Computer Science and Engineering Program: A Focus on Student Learning Outcomes Department of Computer Science and Engineering, BAUET 08 February 2023
04 Cyber Security for Information Age: Practices and Challenges Department of Information and Communication Engineering in association with IQAC, BAUET 21 August 2022
05 Career Path of a Software Engineer in Global Arena (Online) ICT Club in association with Department of Information Communication Engineering, BAUET 27 January 2022
06 Cyber Security Awareness and Career Roadmap Department of Computer Science and Engineering, BAUET 02 November 2024
No. Training Title Organizer Date
01 Quality Assurance in the OBE Framework: Outcome Attainment Institutional Quality Assurance Cell (IQAC), BAUET 14 July 2025
02 Quality Assurance in the OBE Framework: Complex Engineering Problems & Activities (KPA) Institutional Quality Assurance Cell (IQAC), BAUET 03 July 2025
03 Effective Teaching-Learning in OBE: Outcomes, Mapping & Assessment Design Institutional Quality Assurance Cell (IQAC), BAUET 26 June 2025
04 Outcome Based Teaching-Learning and Assessment Towards BAETE & BAC Accreditation Department of Information Communication Engineering in association with IQAC, BAUET 16 March 2023
05 Onsite Training on Outcome Based Education (OBE) Department of Computer Science and Engineering, BAUET 20–21 January 2020
06 Outcome Based Education (OBE): Design, Implementation, Assessment and Accreditation Department of Electrical and Electronic Engineering, BAUET 20–21 December 2019
07 Method of Instructions (MoI) for Effective Class Management Bangladesh Army University of Engineering & Technology (BAUET) 15–18 September 2019

Training

S/N Subject of Training Institution Time & Place
01 Method of Instruction (MoI) BAUET 15-16 march,2020
02 Workshop on Basic Bioinformaties & Hands on Training PUST and SCIENTERIA 25 February, 2018
Projects
S/N Description of the Project
01  Name: University Transport System Automation.

Description: This system can inform about location of our varsity bus and also showing the stoppage that has been crossed. All of the information of our varsity buses and bus schedules can be shown by the system. Admin and member parts have been defined. Only students of our varsity can access information about buses.

Technology: PHP, HTML, CSS, Javascript.
02 Name: Library Automation System.

Description: This system works like “Rokomari.com”. All information of book has been shown by the system. Review, rating, branding can be done by the system.  Every member can have an individual profile where he/she can see how number of book he/she has been read and the name of books, issue date ,due date etc. He also can write review from his profile.

Technology: PHP, HTML, CSS, javascript, laravel framework.
03 Name: Designing a meeting room.

Description: Graphics Design.