Md. Menhazul Abedin
Associate Professor

Profile Login


I hold a Ph.D. from the Graduate School of Chemical Science and Engineering at Hokkaido University, Japan, where I conducted research under the supervision of Professor Tamiki Komatsuzaki. My research focuses on the Bandit algorithm, particularly the Contextual Bandit algorithm, and its applications in sequential decision-making. My Ph.D. thesis, titled “Study on Multi-armed Bandit Algorithm for Sequential Experiments to Predict the Best Molecule with Dynamic Feature Selection,” investigates the potential of this algorithm in fields such as molecule searching and drug screening. The Bandit algorithm has diverse applications across internet advertising, social media platforms like Facebook and YouTube, and internet routing.

I completed my B.Sc. (Hons) and M.Sc. degrees from the Department of Statistics at Rajshahi University, Bangladesh. My master’s thesis, supervised by the late Dr. Mohammad Nasser, Professor of Statistics at Rajshahi University, was titled “Prospects and Problems of Artificial Neural Network Based Supervised Learning.”

Throughout my career, I have attended numerous national and international conferences, presenting my work in both oral and poster sessions. My research findings have been published in several high-impact Q1 journals, covering domains such as Public Health, Machine Learning, and Bioinformatics, with a focus on Microarray gene expression data.

PhD, Hokkaido University, Hokkaido,Japan

M.Sc. (Thesis) in Statistics, Rajshahi University, Rajshahi-6205, Bangladesh. 

B.Sc. (Hon's)  in Statistics, Rajshahi University, Rajshahi-6205, Bangladesh. 


Reinforcement learning

Multi Arm Bandit Algorithm (MAB)

Contextual Bandit Algorithm

Sequential decision making

Machine Learning

Bioinformatics

Public health

Current Research Project/Collaboration

SL Title Research Role Awarded Date Completion Date Funding Agency
No Research Project Available


Teaching and Research Experience
  • Associate Professor, Statistics Discipline, Khulna University, Khulna-9208, Bangladesh.
  • PhD fellow  in Molecule and Life Nonlinear Sciences Laboratory, Hokkaido University, Japan (Under the DX fellowship and Hokkaido University Special Grant Program).
  •  Worked as a Research Assistant (RA) in Molecule and Life Nonlinear Sciences Laboratory, Hokkaido University, Japan.
  •  Former Assistant Professor, Statistics Discipline, Khulna University, Khulna-9208, Bangladesh.
  •  Former Lecturer, Statistics Discipline, Khulna University, Khulna-9208, Bangladesh.
  •  Former Lecturer in Statistics, Rajshahi Engineering Science & Technology College, Rashahi-6205, Bangladesh.


Taught Courses
  • Stat-3111: Actuarial Statistics
  • Stat-3205: Advanced Sampling Techniques
  • Stat-4101: Multivariate Analysis-I
  • Stat-4201: Multivariate Analysis-II
  • Stat-3203: Sampling Techniques-II
  • Stat-3209: Actuarial Statistics
  • Stat-2251: Advance Statistics (Development Studies Discipline)
  • Stat-1163: Statistics in Environmental Science (Environmental Science Discipline)
  • Stat-2153: Statistics-III (Mathematics Discipline)
Thesis and Project Students
  • Bachelor of Science

Lokesh Ray (Project)

Tabassum Mehedi (Project)

Fojaiel Hossain (Project)

Mir Zubaer Ahmed (Project)

Mst. Farzana Akter Reshmi (Project)

Sheikh Rayhanul Islam  (Project)

Kamrul Hassan Koushik (Project)

Mohd. Mohaiminul Islam Turzo (Project)

Sawda Yeasmin (Project)

Biva Biswas (Project)

Tasnim Shuchi (Project)


  • Masters of Science

Mst. Farzana Akter Reshmi (Thesis)

Sheikh Rayhanul Islam  (Thesis) (Co-supervisor)

Mir Zubaer Ahmed (Project)

Kamrul Hassan Koushik (Thesis)

Md. Najmus Salehin Anas (Project)

Sabreena Hossain Chaity (Project)

Mohd. Mohaiminul Islam Turzo (Project)

No Data Available

Supervision

SL Title Degree Role Start Date End Date
No Supervision Available

No Data Available

coming soon...

Here are the selected publications and research activities


Book Chapter

1. Md Maniruzzaman, Md Jahanur Rahman, Benojir Ahammed, Md Menhazul Abedin, Harman S Suri, Mainak Biswas, Ayman El-Baz, Petros Bangeas, Georgios Tsoulfas, Jasjit S Suri (2020). Statistical characterization and classification of colon microarray gene expression data using multiple machine learning paradigms. Cognitive Informatics, Computer Medeling, and Cognitive Science, Volume 1: Theory, Case Studies, and Applications, Chapter-14, Pages 273-317. https://doi.org/10.1016/B978-0-12-819443-0.00014-3


Published Articles
25. Md. Menhazul Abedin, Koji Tabata, Yoshihiro Matsumura, and Tamiki Komatsuzaki, (2024) “Multi-armed Bandit Algorithm for Sequential Experiments of Molecular Properties with Dynamic Feature  Selection” 161, 014115, J. Chem. Phys.

24. Md. Merajul Islam, Md. Jahanur Rahman, Md. Menhazul Abedin, Benojir Ahammed, Mohammad Ali, N.A.M Faisal Ahmed and Md. Maniruzzaman (2022).  Identification of the risk factors of type 2 diabetes and its prediction using machine learning techniques. Health systems; taylor & Francis.

23. Pollob, S.M. A.I., Abedin, M.M., Islam, M.T., Islam, M.M., Maniruzzaman, M. (2022). Predicting risks of low birth weight in Bangladesh with machine learning. Plos One (Public Library of Science) (SJR Q1). 

22. Kamrul Hassan, Sheikh Rayhanul Islam, Md. Shahariar Rokon, Shadman Shakib Ahmed, Sumaiya Islam1, Mazidul Islam, Md. Maniruzzaman, Md. Menhazul Abedin (2022). Relationship between Mental Health and Facebook users among Khulna University Students in Bangladesh. Minerva Psichiatrica (New title: Minerva Psychiatry).

21. Md. Merajul Islam, Md. Jahanur Rahman, Md Moidul Islam, Dulal Chandra Roy, N.A.M. Faisal Ahmed  SadiqHussain, Md Amanullah, Md. Menhazul Abedin, Md. Maniruzzaman (2022).  Application of machine learning based algorithm for prediction of malnutrition among women in Bangladesh. International Journal of Cognitive Computing in Engineering. 

20. SM Jubaidur Rahman, NAM Faisal Ahmed, Md Menhazul Abedin, Benojir Ahammed, Mohammad Ali, Md Jahanur Rahman, Md Maniruzzaman (2021). Investigate the risk factors of stunting, wasting, and underweight among under-five Bangladeshi children and its prediction based on machine learning approach. Plos one 16.6: e0253172.

19. Md Merajul Islam, Md Jahanur Rahman, Md Menhazul Abedin, Md Maniruzzaman (2021). Investigate the Effect of Diabetes on Hypertension based on Bangladesh Demography and Health Survey, 2017-18. (Preprints)

18. Md. Maniruzzaman, Md. Shaykhul Islam, Md. Menhazul Abedin, Md Amanullah and Sadiq Hussain (2020). Prediction of Childhood Diarrhea in Bangladesh using Machine Learning Approach. Insights Biomed Res 4(1):111-116

17. Mamunor Rashid, Menhazul Abedin (2020). New media and public engagement: A case study in Khulna University. Jalalabad Papers, 1 (1), 81-97.

15. Ahammed, B., Maniruzzaman, M., Ferdausi, F., Abedin, M. M., & Hossain, M. T. (2020). Socioeconomic and demographic factors associated with low birth weight in Nepal: Data from 2016 Nepal demographic and health survey. Social Health and Behavior. 3(4), 158-165.

14. Supti, RM, Maniruzzaman, M, Piuly NN, Abedin MM, Ali M, Yeasmin, MA and Ahmed NAMF (2020). Factors Associated with Neonatal and Infant Mortality: A Case Study on Bangladesh.  Human Biology Review, 9 (2), 129-145.

13. Maniruzzaman, M., Rahman, M.J., Ahammed, B., Abedin, M.M., (2020). Classification and prediction of diabetes disease using machine learning paradigm. Health Information Science and Systems (Springer). 8:7. http://doi.org/10.1007/s13755-019-0095-z 

12. Rahman, S, M., Rahman, A, M., Ali, M., Rahman, S, M., Maniruzzaman, M., Yeasmin, A, M., Ahmed, F, N, A, F., Abedin, M, M., Islam,  S. M. S. (2019). Determinants of depressive symptoms among older people in Bangladesh. Journal of Affective Disorders (Elsevier). https://doi.org/10.1016/j.jad.2019.12.025

11. Rahman, M. S., Ahmed, N. F., Ali, M., Abedin, M. M., & Islam, M. S. (2019). Determinants of tobacco cultivation in Bangladesh. Tobacco control.

10. Rokon, S, M., Jishan, M., Hassan, K., Biswas, B., Shuchi, T., Islam, R,S., Maniruzzaman, M., Abedin, M, M., (2019). Influencing Factors for Excessive Use of Facebook: A Case Study in Khulna University, Bangladesh. Journal of Research in Education, Science and Technology. 3 (2), 1-11. 

9. Md Maniruzzaman, Md Jahanur Rahman, Benojir Ahammed, Md Menhazul Abedin, Harman S Suri, Mainak Biswas, Ayman El-Baz, Petros Bangeas, Georgios Tsoulfas, Jasjit S Suri. "Statistical Characterization and Classification of Colon Microarray Gene Expression Data using Multiple Machine Learning Paradigms". Computer Methods and Programs in Biomedicine (2019). 

8. Benojir Ahammed, Rasel Kabir, Menhazul Abedin, Mohammad Ali, Akhtarul Islam. "Determinants of different birth intervals of ever married women: Evidence from Bangladesh." Clinical Epidemiology and Global Health(2019).

7. Menhazul Abedin, Maniruzzaman Md, Mohammad Ali, Faisal Ahmed, Benojir Ahammed. "Assessing and Determining Potential Factors Associated with Vitamin A Supplementation in Bangladesh". Biostatistics and Biometrics Open Access Journal (BBOAJ) (2019).

6. M. M. Abedin, M. M., Maniruzzaman, M., Ahmed, N. A. M., Ali, M., & Hasan (2018). Level of Awareness about HIV Transmission among Married Men in Bangladesh". International Journal of Engineering and Computer Science.

5. Ahammed, Benojir, and Md Abedin (2018). "Predicting wine types with different classification techniques." Model Assisted Statistics and Applications 13, no. 1: 85-93.

4. Maniruzzaman, Md, Harman S. Suri, Nishith Kumar, Md Menhazul Abedin, Md Jahanur Rahman, Ayman El-Baz, Makrand Bhoot, Jagjit S. Teji, and Jasjit S. Suri. "Risk factors of neonatal mortality and child mortality in Bangladesh." Journal of global health 8, no. 1 (2018).

3. Maniruzzaman, Md, Md Jahanur Rahman, Md Al-MehediHasan, Harman S. Suri, Md Menhazul Abedin, Ayman El-Baz, and Jasjit S. Suri. "Accurate Diabetes Risk Stratification Using Machine Learning: Role of Missing Value and Outliers." Journal of medical systems 42, no. 5 (2018): 92.

2. Mohammad Ali,  Al Hasib Billah,  Sutapa Dey Barna, Mahfuza Yesmin, Md. Menhazul Abedin1 and N. A. M Faisal Ahmed (2017). A Comparative Study of Different Classification Techniques on SNP Data.  IJRDO-Journal of Biological Science,

1. Maniruzzaman, Md, Nishith Kumar, Md Menhazul Abedin, Md Shaykhul Islam, Harman S. Suri, Ayman S. El-Baz, and Jasjit S. Suri. "Comparative approaches for classification of diabetes mellitus data: Machine learning paradigm." Computer methods and programs in biomedicine 152 (2017): 23-34.

Conference and Thesis 

14. Tapos Kumar Biswas, Most. Farida Khatun, N. A. M. Faisal Ahmed, Md. Menhazul Abedin, Benojir Ahammed, Md. Maniruzzaman, Mohammad Ali (2019).  A Comparative Study of Hierarchical Clustering Methods Based on Cancer Gene Expression Data.  7th International Conference on Data Science and SDGs: Challenges, Opportunities and Realities. Organized by Statistics Department, Rajshahi University.    


14. S.M. Jubaidur Rahman, N. A. M. Faisal Ahmed, Md. Menhazul Abedin, Benojir Ahammed, Mohammad Ali, Md. Maniruzzaman (2019).  Prediction of Malnutrition and Its Risk Factors among Under-Five Children in Bangladesh: A Comparison with Support Vector Machine and Logistic Regression. 7th International Conference on Data Science and SDGs: Challenges, Opportunities and Realities. Organized by Statistics Department, Rajshahi University.  

13. Kamrul , Mohd. Mohaiminul, Sawda and Md. Menhazul Abedin (2019).  Relationship among Mental Health Variables: Comparison between Facebook Users and Non-users in Khulna University. 7th International Conference on Data Science and SDGs: Challenges, Opportunities and Realities. Organized by Statistics Department, Rajshahi University.


12. Sheikh Rayhanul Islam, Mir Zubaer Ahmed, Mst. Farzana Akter Reshmi and Md. Menhazul Abedin (2019).  Satisfaction with Work-Family Balance among Bankers: A Case-Study in Khulna City, Bangladesh.  7th International Conference on Data Science and SDGs: Challenges, Opportunities and Realities. Organized by Statistics Department, Rajshahi University.

11. Md. Menhazul Abedin, Md. Maniruzzaman, N. A. M. Faisal Ahmed, Benojir Ahammed, Mohammad Ali (2019) . Classification and Prediction of Parkinson Disease: A Machine Learning Approach. 7th International Conference on Data Science and SDGs: Challenges, Opportunities and Realities. Organized by Statistics Department, Rajshahi University.


10. Md. Maniruzzaman, Md. Jahanur Rahman, Benojir Ahammed, Md. Menhazul Abedin (2019). Logistic Regression based Feature Selection and Classification of Diabetes Disease using Machine Learning Paradigm.  7th International Conference on Data Science and SDGs: Challenges, Opportunities and Realities. Organized by Statistics Department, Rajshahi University. 

9. Determinants of Misconceptions about HIV Transmission among Married Men in Bangladesh, M.Sc. Inplant training.

8. Md. Shaykhul Islam, Md. Nazrul Islam Mondal, Md. Rafiqul Islam, Md. Menhazul Abedin, Md. Maniruzzaman (2015). Factor Related to the Occurrence of Diarrheal Disease among Under-Five Children in Bangladesh. Proceedings of First International Conference on Mathematics and its Application. 23 December 2015, organized by Mathematics Discipline, University of Khulna, Khulna-9208, Bangladesh.

7. Md. Menhazul Abedin, Dr. Md. Nazrul Islam Mondal , Dr. Mohammed Nasser, Md. Shaykhul Islam, Md. Maniruzzaman (2015). Misconception about HIV/AIDS Transmission among Married Men: A population based study in Bangladesh. Proceedings of First International Conference on Mathematics and its Application, during the period 23 December, 2015, organized by Mathematics Discipline, University of Khulna, Khulna-9208, Bangladesh.  

6. Md. Maniruzzaman, Md. Menhazul Abedin, Dr. Mohammed Nasser, Md. Shaykhul Islam, (2016). “A Study on Gaussian Process Based Regression and Classification” on Professor Mohammed Nasser Memorial Seminar Statistics and Bioinformatics for Sustainable Development, 13 March, 2016, organized by the Department of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh. 

5. Md. Menhazul Abedin, Dr. Mohammed Nasser, Md. Shaykhul Islam, Md. Maniruzzaman (2016). Regression and Classification: An Artificial Neural Network Approach. Proceedings on Professor Mohammed Nasser Memorial Seminar Statistics and Bioinformatics for Sustainable Development, 13 March 2016, organized by the Department of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh. 

4. Md. Shaykhul Islam, Dr. Mohammed Nasser, Md. Menhazul Abedin, Md. Maniruzzaman (2016). Support Vector Machines for Supervised Learning on Real and Simulated Data. Professor Mohammed Nasser Memorial Seminar Statistics and Bioinformatics for Sustainable Development, during the period March 13, 2016, organized by the Department of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh.

3. Md. Maniruzzaman, Nishith Kumar, Md. Menhazul Abedin, Md. Jahanur Rahman (2017). Liver Disease Prediction Using Intelligent Techniques. Proceedings of International Conference on Bioinformatics and Biostatistics for Agriculture, Health and Environment. 20-23 January, 2017. ISBN: 978-984-34-0996-6.

2. Md. Menhazul Abedin, Md. Maniruzzaman, Md. Shaykhul Islam, Mohammad Ali, Benojir Ahammed and N.A.M. Faisal Ahmed (2017). Comparative Study of Artificial Neural Network Regression and Classical regression. Proceedings of International Conference on Bioinformatics and Biostatistics for Agriculture, Health and Environment. 20-23 January, 2017. ISBN: 978-984-34-0996-6.

1. Prospects and Problems of Artificial neural Network based Supervised learning,  M.Sc. thesis.

Supervised Projects and Theses 

      8.   Blind Source Separation for Audio Based on Independent Component Analysis. By Kamrul Hassan. (M.S. Thesis).

     7. Study on Medical Waste Management in Khulna City: Knowledge, Practices and Possible Barriers. By Lokesh Ray, Fojaiel Hossain, Tabassum Mehedi.(B.Sc. Project).

       6. Reliable factors of delivery by assistance of untrained traditional birth attendant in Bangladesh. By Mohd. Mohaiminul Islam. (M.S. project).

        5. Factors affecting contraceptive use in Bangladesh: A comparison study of Bangladesh Demographic and  Health Survey, 2011-2014. By Md. Najmus Salehin. (M.S. project).

         4. Amplitude of Vitamin A Supplementation and Liable Factors Determination Using Multilevel Discourse in  Bangladesh. . By Sabreena Hossain Chaity. (M.S. project).

      3.  Satisfaction with work-family balance among bankers: A case-study in Khulna city. By Mir Zubaer  Ahmed, Mst. Farzana Akter Reshmi and Sheikh Rayhanul Islam. (B.Sc. Project).

     2. Relationship among mental health variables: Comparison between facebook users and non-users in  Khulna university.  (B.Sc. Project). Kamrul Hassan Koushik, Md. Mohaiminul Turzo and Sawda  Yeasmin. (B.Sc. Project).

        1. Influencing factors for facebook use and impact of facebook usage on academic activities: A case study in Khulna university. By Biva Biswas  and Tasnim Shuchi.  (B.Sc. Project).   

Workshop, Seminar and Conference Attend

    ·     Desired property screening of molecules utilizing Linear Bandit Algorithm, 14th CSE International Summer School and the 11th ALP International Symposium, 31 August- 1 September 2023, Chippubetsu, Japan

    ·   Research Talk in Hokkaido university theoriticla chemistry workshop on Linear Bandit Algorithm for the Sequential Experiments of Molecular Properties, 17 August 2023, Japan

    ·    Sequential Experiments of Molecular Properties Under Linear Bandit Framework. ICAT International Symposium on Catalysis 2023; July 18-19, 2023; Hokkaido University, Japan                          

    ·      The annual Hokudai theoretical chemistry workshop 2022, August 22 , 2022, Hokkaido University, japan.


    ·      FlyWorks Workshop 2022; August 7-9, 2022; Niseko, Hokkaido, Japan

    ·      13th CSE International Summer School and the 10th ALP International Symposium. August 6-7,2022, Hokkaido University, Japan.

    ·      ICReDD-HokkaidoUniversity Five Attached Institutes Joint Symposium, March 7, 2022, Hokkaido Japan.

    ·      22nd RIES-Hokudai International Symposium. Hokkaido University, December 6-7, 2021, Hokkaido, Japan.

    ·      Joint Symposium of Engineering & Information Science & WPI-ICReDD in Hokkaido University, 26 April 2021, Hokkaido Japan. 

    ·      3rd International ICReDD Symposium, Hokkaido University, 22-24 February, 2021, Sapporo, Hokkaido, Japan. 

    ·      The 21st  RIES-HOKUDAI International Symposium, 10-11 December, 2020, Sapporo, Hokkaido, Japan. 

    ·      7th International Conference on Data Science and SDGs: Challenges, Opportunities and Realities, 18-19 December 2019, Organized  by Dept. of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh.


    ·      International conference on Bioinformatics and Biostatistics for Agriculture, Health and Environment, 20-23 January 2017, Organized  by Dept. of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh.

    ·      1st International Conference on Mathematics and Its Application, 23 December 2015, organized by Mathematics  Discipline, Khulna University,Khulna-9208, Bangladesh.

    ·      International conference on Statistical Data mining for Bioinformatics, Health, Agriculture and Environment-2012  during 21-24 December, 2012, Organized  by Dept. of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh.

    ·      Digital Signal and Image Processing during 25-26 May, 2012;

    ·      Environmental Analysis under Climate Change during 27-28 July, 2012.

    ·      Training on R Programming during the period March 22-23, 2013, organized by the Department of Statistics, University of Rajshahi, Bangladesh.

    ·      Workshop on mathematics for machine learning during the period November 13-14, 2014, organized by the Statistical Learning Group, Department of  Statistics, University of Rajshahi.

    ·      Workshop on  Advanced R Programming during the period June 5-6, 2015 , organized by the Department of  Statistics,  University of Rajshahi, Bangladesh.

    ·      Training program on R-programming and Application of R-packages, during the period June 20-30, 2015, organized  by the Department of Statistics, University   of Rajshahi, Bangladesh.

    ·      International conference on Statistical Data mining for Bioinformatics, Health, Agriculture and Environment-2012  during 21-24 December, 2012, organized  by Dept. of Statistics under HEQEP Project as participant.

    ·      1st International Conference on Mathematics and Its Application, 23 December 2015, organized by Mathematics  Discipline, Khulna University, Bangladessh

    ·      The annual Hokudai theoretical chemistry workshop 2022, August 22 , 2022, Hokkaido University, japan.

    ·      FlyWorks Workshop 2022; August 7-9, 2022; Niseko, Hokkaido, Japan

    ·      13th CSE International Summer School and the 10th ALP International Symposium. August 6-7,2022, Hokkaido University, Japan.

    ·      ICReDD-HokkaidoUniversity Five Attached Institutes Joint Symposium, March 7, 2022, Hokkaido Japan.

    ·      22nd RIES-Hokudai International Symposium. Hokkaido University, December 6-7, 2021, Hokkaido, Japan.

    ·      Joint Symposium of Engineering & Information Science & WPI-ICReDD in Hokkaido University, 26 April 2021, Hokkaido Japan. 

    3rd International ICReDD Symposium, Hokkaido University, 22-24 February, 2021, Sapporo, Hokkaido, Japan. 

    ·      The 21st  RIES-HOKUDAI International Symposium, 10-11 December, 2020, Sapporo, Hokkaido, Japan. 

    ·      7th International Conference on Data Science and SDGs: Challenges, Opportunities and Realities, 18-19 December 2019, Organized  by Dept. of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh.

    International conference on Bioinformatics and Biostatistics for Agriculture, Health and Environment, 20-23 January 2017, Organized  by Dept. of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh.

    1st International Conference on Mathematics and Its Application, 23 December 2015, organized by Mathematics  Discipline, Khulna University,Khulna-9208, Bangladesh.

    International conference on Statistical Data mining for Bioinformatics, Health, Agriculture and Environment-2012  during 21-24 December, 2012, Organized  by Dept. of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh.

    Digital Signal and Image Processing during 25-26 May, 2012;

    Environmental Analysis under Climate Change during 27-28 July, 2012.

    Training on R Programming during the period March 22-23, 2013, organized by the Department of Statistics, University of Rajshahi, Bangladesh.

    Workshop on mathematics for machine learning during the period November 13-14, 2014, organized by the Statistical Learning Group, Department of  Statistics, University of Rajshahi.

    Workshop on  Advanced R Programming during the period June 5-6, 2015 , organized by the Department of  Statistics,  University of Rajshahi, Bangladesh.

    Training program on R-programming and Application of R-packages, during the period June 20-30, 2015, organized  by the Department of Statistics, University   of Rajshahi, Bangladesh.

    International conference on Statistical Data mining for Bioinformatics, Health, Agriculture and Environment-2012  during 21-24 December, 2012, organized  by Dept. of Statistics under HEQEP Project as participant.

    1st International Conference on Mathematics and Its Application, 23 December 2015, organized by Mathematics  Discipline, Khulna University, Bangladesh.

    • Poster presentation
      •  Linear Bandit Algorithm for the Sequential Experiments of Molecular Properties. 5th ICReDD International Symposium and 2nd Akira Suzuki Awards Ceremony ; January 10-11, 2022; Hokkaido University, Japan

      • Absolute Reward in Large Feature Space: Tracking by Linear Bandit.  The 60th Annual Meeting of Biophysical Society Japan ; September 28-30, 2022; Hakodate,Hokkaido, Japan
      • Linear bandit algorithm for rapid drug screening using topological features of molecules.  FlyWorks Workshop 2022; August 7-9, 2022; Niseko, Hokkaido, Japan

      • Linear Bandit for Absolute Reward in Huge Feature Space. 22nd RIES-Hokudai International Symposium. Hokkaido University, December 6-7, 2021, Hokkaido, Japan.


        Solving drug screening problem using linear bandit approach, 3rd International ICReDD Symposium

        , Hokkaido University, 22-24 February, 2021, Sapporo, Japan.

        Application of linear bandit in drug screening example, The 21st  RIES-HOKUDAI International Symposium, 10-11 December, 2020, Sapporo, Japan.

        Artificial neural network regression, International conference on Bioinformatics and Biostatistics for Agriculture, Health and Environment, 20-23 January 2017, Organized  by Dept. of Statistics, University of Rajshahi, Rajshahi-6205, Bangladesh.




      Literature Writing  

           I am writing poem about current phenomena. Please visit Menhaz's Poem. I am also write blog, please visit Menhaz's blog.


    To know more about my research please visit Google Scholar and  Researchgate .