Research Interests
My main research interests are in the fields of machine learning and data mining. I'd like to make computers do more with less help from us, learn from experience, adapt effortlessly, and discover new knowledge. We need computers that reduce the information overload by extracting the important patterns from masses of data. This poses many deep and fascinating scientific problems How can a computer decide autonomously which representation is best for target knowledge? How can it tell genuine regularities from chance occurrences? How can pre-existing knowledge be exploited? How can a computer learn with limited computational resources? How can learned results be made understandable by us?
My research addresses these and related questions. Research topics that I'm working on, or have recently worked on, include
• Learning concepts represented by sets of rules
• Using examples as implicit definitions of concepts
• Using probabilistic representations and analyses to address the uncertainty inherent in learning
• Automating the process of selecting representations for concepts
• Learning several models and combining them to improve accuracy and stability
• Evaluating and selecting candidate models to avoid "overfitting" (i.e., to distinguish between genuine regularities and chance occurrences)
• Learning models that can be easily understood by people
• Using pre-existing knowledge to guide and improve learning
• Developing knowledge discovery algorithms that run in linear or near-linear time, and so scale up to large databases
• Using sub sampling techniques to scale up pre-existing approaches
• Developing algorithms that take into account the costs of decisions
• Understanding the probabilistic properties and foundations of data mining algorithms
• Developing techniques for mining semi-structured data sources (e.g., text, the Web)

[1] The Pervasive Advertising System for mobile Devices- International Journal of Scientific Knowledge (IJSK) Vol.2.Issue-3 Issue 1 pp.29-40, April 2013, Islamabad , K.A.J Printing, Pakistan

[2] Using OWL Reasoner to Control the Data Accessibility- Journal of Emerging Trends in Engineering and Applied Sciences (JETEAS), Vol 4, Issue 3, pp. 386-393, June, 2013, Scholarlink Research Institute,, Manchester, UK

[3] Contextual Recommender Systems Using a Multidimensional Approach- International Journal of Emerging Technology and Advanced Engineering , Volume 3, Issue 8, August 2013, IJETAE-Online Publication, INDIA

[4] Ontology-Based Query Processing In a Dynamic Data Integration System- International Journal of Computer Science and Information Technology, Vol-1, No3, pp. 185 – 189 Nov 2013 Horizon Research Publishing, USA

[5] The Quranic Nature Ontology From Sparql Endpoint to Java Application and Reasoning- International Journal of Innovative Computing, Vol. 7, No. 2, Pages 13 – 20, December 2017, UTM e-Journal, Malaysia

[6] Analysis, Design and Development of an Automatic Text Summarizer for Bangla Web Document- IOSR Journal of Computer Engineering (IOSR-JCE), International Organization of Scientific Research (IOSR), India, Volume 21, Issue 1, Ser. III, PP 13-25, Feb 2019
[7] Impact of ICT on Students‘ Academic Performance Applying Association Rule Mining and Structured Equation Modeling, International Journal of Advanced Computer Science and Applications, Vol. 10, No. 8, 2019, The Science and Information (SAI) Organization, UK
[8] A Conceptual Model for the E-Commerce Application Recommendation Framework using Exploratory Search- Journal of Computer Science, Vol. 16(8), pp 1163-1171, June 2020, Science Publications, UAE
[9] Sports Recognition using Convolutional Neural Network with Optimization Techniques from Images and Live Streams - International Journal of Computing, Vol. 20(2), pp 276-285, June 2021, Research Institute for Intelligent Computer Systems, West Ukrainian National University
[10] Zinnia, S. U. L. T. A. N. A., Mahmudur, R. M., & Lutfun, N. A. H. A. R. (2022). Leaf Classification Using Machine Learning Algorithms. Journal of Applied Computer Science & Mathematics, 16(1), 18-23.
[11] Rahman, M. M. (2021). Development of a semantic search method for retrieving food-related verses & concepts from the Holy Quran using ontology.

[1] Process Synchronization in Multiprocessor and Multi-core Processor - International Conference on Informatics, Electronics & Vision (ICIEV 2012), IEEE , pp. 554-559, May 2012, Dhaka, Bangladesh

[2] The Impact of Business Strategies over Open- Source firm’s performance- International Conference on Business Innovation, Entrepreneurship and Engineering 2013, pp. 460-471, December 2013. Penang, Malaysia.

[3] A comparative study of WLAN security protocols WPA, WPA2- 3rd International Conference on Advances in Electrical Engineering (ICAEE) , IEEE, Page(s) 188 – 192, December, 2015 , ISBN IEEE Xplore Compliant 978-1-4673-9695-0, Dhaka, Bangladesh

[4] Applying Ontological Modeling on Quranic “Nature” Domain- International Conference on Information and Communication Systems (ICICS 2016), IEEE, Pages 151 – 155, April, 2016, Irbid, Jordan

[5] An Approach to the Parameter Based Doctor Ranking - Emerging Technologies in Data Mining and Information Security, Advances in Intelligent Systems and Computing 755, A. Abraham et al. (eds.), Book Series , PP-759-770, December 2018, Springer Nature Singapore

[6] A Hybrid Approach To Improve Recommendation System In E-Tourism- Emerging Technologies in Data Mining and Information Security, Q3-Scopus, Advances in Intelligent Systems and Computing 755,
A. Abraham et al. (eds.), Book Series , PP-787-797, December 2018, Springer Nature Singapore

[7] Predicting Factors of Students Dissatisfaction for Retention- Emerging Technologies in Data Mining and Information Security, Advances in Intelligent Systems and Computing 755, A. Abraham et al. (eds.), Book Series , PP-501-510, December 2018, Springer Nature Singapore

[8] Affordable Smart ECG Monitoring Using Arduino & Bluetooth Module - 1st International Conference on Advances in Science, Engineering and Robotics Technology (ICASERT-2019), May, 2019 IEEE, Dhaka, Bangladesh

[9] Development of an Assistive Device for Elderly Bedbound People to Share Needs with Caregiver and Control Home Appliances - International Conference on Sustainable Technologies for Industry 4.0 (STI), December, 2019, IEEE, Dhaka, Bangladesh

[10] Extrapolation, Design and Implementation of aBangla Web Document Amendable Text Synopsis - International Conference on Sustainable Technologies for Industry 4.0 (STI), December, 2019, IEEE, Dhaka, Bangladesh

[11] Sustainable Rice Production Analysis and Forecasting Rice Yield Based on Weather Circumstances Using Data Mining Techniques for Bangladesh - International Conference on Cyber Security and Computer Science - LNICST 325, Book Series, pp. 218–229, Feb, 2020, Springer Nature Switzerland

[12] Prediction of Financial Distress in Bangladesh’s Banking Sector Using Data Mining and Machine-Learning Technique- International Joint Conference on Computational Intelligence, Algorithms for Intelligent Systems- Book Series, pp 151-162, May 2020, Springer, Singapore
[13] Tarek, I. H. M., Munna, F. U., Mojumder, A. T. H., Rahman, M. M., Hossain, M. S., & Andersson, K. (2022, October). A Hybrid Hotel Recommendation Using Collaborative, Content Based and Knowledge Based Approach. In Intelligent Computing & Optimization Proceedings of the 5th International Conference on Intelligent Computing and Optimization 2022 (ICO2022) (pp. 1049-1057). Cham Springer International Publishing.

[1] Ontology Extraction from Relational Schemata, ISBN-13 978-3-659-19859-5, ISBN-10 3659198595, EAN 9783659198595
(BOOK), LAMBERT Academic Publishing, Number of pages 60, July, 2012
Latvia, European Union

Recipient of European ISU/DSU Masters Scholarship Program’s - Full Scholarship, 2009 – 2011

IEEE (Institute of Electrical and Electronics Engineers) - Member# 96153334

IEB (The Institution of Engineers, Bangladesh) Member # 23712

BCS (Bangladesh Computer Society Bangladesh). Member # 02223

Computer Security @ POLIMI Member, Politecnico Di Milano, Italy

ORCID Membership 0000-0003-0567-2714