MEHRIN ANANNYA

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Institute of Information Technology, Jahangirnagar University (JU), Dhaka, Bangladesh
Phone: +880 1780 096 096   ·   mehrin.anannya@juniv.edu   ·   GitHub: Mehrin-Anannya ·   Download CV

Research Interests

Natural language processing, artificial intelligence (AI), software engineering, human-AI interaction, machine learning, software & cyber security

Education

Jahangirnagar University Dhaka, Bangladesh
M.Sc. in Information Technology
CGPA: 3.92/4.0 (Position: 2nd)
Thesis: Performance Measurement Model of Mobile User Connectivity in Femtocell/Macrocell Networks using Fractional Frequency Re-use Scheme
Jahangirnagar University Dhaka, Bangladesh
B.Sc. in Information Technology
CGPA: 3.75/4.0 (Position: 6th)
Project: Automated CV Processing along with Psychometric Analysis in Job Recruiting Process

Publications

Published

  • Tasfia Israt, Mehrin Anannya, Sadia Mahfuz, Riad Mashrub Shourov, Md. Biplob Hosen, Rashed Mazumder, “Unified Bangla: A Transformer-Based Framework for Bangla Dialect Identification and Cross-Dialectal Translation”, 2026 IEEE International Conference on Quantum Photonics, Artificial Intelligence, and Networking. [Conference]
  • Sadia Afrin, Afrin Ahmed, Mehrin Anannya, Samrat Dey, Md Moshiur Rahman, Rashed Mazumder, “An Intelligent Assistive System for Autistic Learners”, Engineering Reports. [Journal]
  • Sadia Mahfuz, Tasfia Israt, Mehrin Anannya, Md. Biplob Hosen, Rashed Mazumder, Explainable AI Based Multi-Class Pneumonia Classification and Anomaly Detection from Chest X-ray”, 2nd IEEE Conference on Computing Applications and Systems (COMPAS 2025) [Conference]
  • Jannatul Ferdous Muna, Abier Farzana Hoque, Rahul Das, Mehrin Anannya, Rashed Mazumder, Md. Biplob Hosen, A Hybrid Approach towards Multi-Label Semi-Supervised Emotion Classification”, 2nd IEEE Conference on Computing Applications and Systems (COMPAS 2025) [Conference]
  • Kazi Fatema, Samrat Kumar Dey, Mehrin Anannya, Risala Tasin Khan, Mohammad Mamunur Rashid, Chunhua Su, Rashed Mazumder, M. Shamim Kaiser, “Federated XAI IDS: An explainable and safeguarding privacy approach to detect intrusion combining federated learning and SHAP”, Future Internet, MDPI, May 2025. [Journal]
  • Adiba Masud, Md. Biplob Hosen, Md. Habibullah, Mehrin Anannya, M. Shamim Kaiser, “Image captioning in Bengali language using visual attention”, PLOS One, February 2025. [Journal]
  • Md. Biplob Hosen; Sabbir Ahmed; Bushra Akter; Mehrin Anannya, “Impact, Causation and Prediction of Socio-Academic and Economic Factors in Exam-centric Student Evaluation Measures using Machine Learning and Causal Analysis”, 13th International Conference on Electrical and Computer Engineering (ICECE), 2024. [Conference]
  • Kazi Fatema, Mehrin Anannya, Samrat Kumar Dey, Chunhua Su, Rashed Mazumder, “Securing Networks: A Deep Learning Approach with Explainable AI (XAI) and Federated Learning for Intrusion Detection”, International Conference on Data Security and Privacy Protection, 260-275, October 2024. [Conference]
  • Mehrin Anannya; Most. Shahera Khatun, Md. Biplob Hosen, Sabbir Ahmed, Md. Farhad Hossain, M. Shamim Kaiser, “Eligible Personal Loan Applicant Selection using Federated Machine Learning Algorithm”, IJACSA, The Science and Information (SAI) Organization. [Journal]
  • Md. Sazzadur Rahman, Tapotosh Ghosh, Nahid Ferdous Aurna, M. Shamim Kaiser, Mehrin Anannya, A.S.M. Sanwar Hosen, “Machine learning and internet of things in industry 4.0: A review”, Measurement: Sensors, August 2023. [Journal]
  • Hosen, M.B., Farin, N.J., Anannya, M., Islam, K., Uddin, “Quality Analysis of PATHAO Ride-Sharing Service in Bangladesh”, Proceedings of International Joint Conference on Advances in Computational Intelligence (pp.597-611), May 2022. [Book Chapter]
  • Mehrin Anannya and Riad Mashrub Shourov, “Performance Measurement Model of Mobile User Connectivity in Femtocell/Macrocell Networks using Fractional Frequency Re-use Scheme”, International Journal of Advanced Computer Science and Applications (IJACSA), 9(5), 2018. [Journal]
  • Firoz Ahmed; Mehrin Anannya; Tanvir Rahman; Risala Tasin Khan, “Automated CV Processing along with Psychometric Analysis in Job Recruiting Process”, International Conference on Electrical Engineering and Information Communication Technology (ICEEICT), October 2015. [Conference]

    • Under Review

  • Nafisa Ahmed; Mehrin Anannya, Tandra Biswas, Riva Akhter, Md. Biplob Hosen, Khan Mohammed Akkas Ali, "Mechanistic Interpretability of Tree-of-Thought Reasoning in Mamba-based State Space Models" [Conference]
  • Tahsina Tanzin; Mehrin Anannya; Md. Biplob Hosen; Riad Mashrub Shourov; Rashed Mazumder, “SDLC Model Selection through NLP-Based Requirement Analysis from ToR” [Journal]
  • Mehrin Anannya; Md. Biplob Hosen; Riad Mashrub Shourov; Alema Khatun; Taskin Noor Turna; Md. Ebrahim Hossain, “A Systematic Literature Review To Predict Software Defects From Code Smells Using Machine And Deep Learning Techniques"[Journal]

    • Projects

  • Mobile Banking Development

    • Technical Skills

    Programming Language
    Java, C, C++, Python, R
    Backend Framework
    J2EE, Spring Web MVC, Thymeleaf, Struts, JSF, NodeJS
    Database
    Oracle, MySQL, MongoDB, H2, SQLite, ORM - JPA, Hibernate, MyBatis, iBatis
    Python (ML & DL Libraries)
    NumPy, Pandas, Matplotlib, Scikit-learn, TensorFlow, PyTorch, Keras
    NLP
    Hugging Face, Tokenizer, lemmatization, sentiment analysis, BERT

    Professional Experiences

    Faculty Member Feb 2021 - Current
    Institute of Information Technology, Jahangirnagar University Dhaka, Bangladesh
    Taught courses: Software Engineering, Database Management Systems, Data Structure & Algorithm, C Programming, Human Computer Interaction, Object Oriented Programming, Data Mining and Knowledge Discovery, Internet and Web Technology, Software Testing & Quality Assurance
    Supervised Thesis:
    • Unified Bangla: A Cross-Dialectal Translation System for Regional Dialects of Bangladesh.
    • SDLC Model Selection through NLP-Based Requirement Analysis
    Faculty Member Jul 2016 - Jul 2019
    Information and Communication Technology, Bangladesh University of Professionals (BUP) Dhaka, Bangladesh
    Taught courses: Software Engineering, Database Management Systems, Data Structure & Algorithm, C Programming
    Junior Software Engineer (Java Developer) May 2015 - Jul 2016
    Genweb2 Ltd. Dhaka, Bangladesh
    Projects: Foreign Aid Management System (FAMS), Booking Management Software (Katair)

    Scholarships

    Training

    Extra Curricular Activities

    Academic CV · Mehrin Anannya