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Institute of Statistical Research and Training

ISRT, University of Dhaka

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  3. Associate Professor

Dr. Md Hasinur Rahaman Khan

Associate Professor

Office: Room No. 209 (1st floor)
Phone: 01725106661
Email: hasinur@isrt.ac.bd

My ISRT Webpage: www.isrt.ac.bd/people/hasinur

My DU Site: https://www.du.ac.bd/faculty/faculty_details/ISR/1005

My Teaching Site: https://sites.google.com/view/khanteaching

My Corona Analysis site: https://sites.google.com/site/teachingsitehasinur/corona

Education

Awards and Honors

  • International Society for Clinical Biostatistics Conference Awards for Scientists (CASc) 2016 by the International Society for Clinical Biostatistics, given at ISCB 2016 Conference held in August 2016, Birmingham, UK
  • Dhaka University Science Faculty Dean’s Honor Award 2015 (received in 2016) by the University of Dhaka, Bangladesh
  • International Society for Clinical Biostatistics Conference Awards for Scientists (CASc) 2015 by the International Society for Clinical Biostatistics, given at ISCB 2015 Conference held in August 2015, Utrecht, Netherlands
  • Dhaka University Science Faculty Dean’s Honor Award 2013 (received in 2014) by the University of Dhaka, Bangladesh
  • Centre for Research in Statistical Methodology (CRiSM) scholarship by the Department of Statistics, Warwick University, UK for Ph.D. study (2009-13)
  • Department Bursary by the Department of Statistics, Warwick University, UK for M.Sc. study (2007-08)

Research Grants

  • Factors Influencing Road Accidents in Oman: Evidence from National Survey Data (with Dr. Faisal Ababneh), SQU, Oman, 2019-20
  • Change-point and Spatio-temporal Analysis of Climate Data in Bangladesh (with Paritosh K. Roy), Ministry of Science and Technology, Bangladesh Govt., 2017-18
  • Poverty and Inequality Mapping in Bangladesh, UGC of Bangladesh, 2017-18
  • Trends and Determinants of Common Non-communicable Diseases in Bangladesh: Evidence from Recent BDHS Studies (with Tahmina Akter), UGC of Bangladesh, 2017-18
  • Determinants of Diabetes Mellitus in Oman (with Dr. Faisal Ababneh), SQU, Oman, 2017-18
  • Non-communicable diseases and their mapping in Oman (with Dr. Faisal Ababneh), SQU, Oman, 2015-17
  • Literacy and literate life expectancy in Oman (with Dr. M Mazharul Islam), SQU, Oman, 2015-17
  • Change–point analysis of earthquake data in Bangladesh, UGC of Bangladesh, 2015-16
  • Disease mapping in Bangladesh (with Dr. M Shafiqur Rahman), UGC of Bangladesh, 2013-14
  • Detail gander and spatial scenario of literate life expectancy at birth in Bangladesh, UGC of Bangladesh, 2013-14

Research Interests and Overview

Hasinur Khan works in high-dimensional data analysis (both censored or complete), with his main research interest being in variable selection, model selection with regularized techniques and in statistical inference with censored data found in fields like Statistical Genomics, Bioinformatics, Biostatistics etc. He is also interested to work in statistical computing, Machine Learning, Bayesian Statistics and Social Statistics. Besides, he is interested in statistical consultancy which includes general advice on the application of statistical methods including study design, data analysis and interpretation, and on all statistical aspects of business and academic research.

He published over 34 publications, 1 book and 6 R packages. He supervised many graduate and undergraduate research works and taught a variety number of courses both at home and abroad. He attended and presented research works in over 20 international conferences and workshops held in 12 countries. He has received a number of awards including prestigious the Conference Award for Scientists (CASc) of the International Society for Clinical Biostatistics (ISCB) for two successive years 2015 and 2016 for outstanding research from the developing countries, the Dhaka University Science Faculty Dean’s Award for 2014 and 2016 for research excellence. He is involved with editorial and reviewing service of many journals including Journal of Biomedical Analytics, Biometrics, Statistics in Medicine, BMJ Open, BMC Bioinformatics, CHEST etc. Dr. Khan is also the member of the institutional review board of the Bangladesh Biomedical Foundation. He has obtained more than a dozen national and international research grants. He serves as member of scientific committee for different international conferences including International Conference on Fuzzy Systems and Data Mining (FSDM 2019), 2nd International Conference on Machine Learning and Intelligent Systems (MLIS 2020). He is the founding president of the Institute of Statistical Research and Training Alumni Association (ISRTAA), University of Dhaka for the duration 2018-2020.

Current Research Works

  • Variable selection for promotion time cure rate models with a class of adaptive elastic net techniques (with Prof. Dipankar Bandyopadhyay, Virginia Commonwealth University, USA)
  • Cure Rate Accelerated Failure Time Model with Spatial Frailty (with Faiaz Rumman Khan)
  • Embedded Likelihood Function based Estimating Equations for AFT Models under Clustered Censored Data (with Dip Das)
  • Estimation and Prediction Procedures for Survival Data with LightGBM (with Md. Saifur Rahman Mazumder)
  • Analysis of Clustered Survival Data with Dependent Censoring (with Afsana Dil Afroze)
  • Disagreement Based Variable Selection Method for High-dimensional Censored Data (with Suborna Sultana)
  • Fertility Projection Overviews and Dynamics for Bangladesh (with Dr. Mazharul Islam)
  • Change-point and Spatio-temporal Analysis of Climate Data in Bangladesh (with Paritosh K. Roy)

Current MS Thesis Students (2020-2021)

  • Md. Saifur Rahman Mazumder
  • Suborna Sultana

  • Afsana Dil Afroze

Publications (recent selected)

2021

  • Z.Z. Sultana, F.U. Hoque, J. Beyene, M.A. Islam, M.H.R. Khan, S. Ahmed, D.H. Hawlader and A. Hossain (January, 2021). HIV Infection and Multidrug Resistant Tuberculosis: A Systematic Review and Meta-analysis. BMC Infectious Diseases

    (2021) 21:51. doi: 10.1186/s12879-020-05749-2.

2020

  • M.H.R. Khan and A. Hossain (October, 2020). Machine Learning Approaches Reveal that Number of Tests does not Matter to Predict Global COVID-19 Confirmed Cases. Frontiers in Artificial Intelligence, 3:561801. doi: 10.3389/frai.2020.561801.  
  • M. Ali, G.U. Ahsan, R. Khan, M.H.R. Khan and A. Hossain (October, 2020). Immediate impact of stay-at-home orders to control COVID-19 transmission on mental well-being in Bangladeshi adult population: Patterns, Explanations, and future directions. BMC Research Notes, Volume 13, Article number 494.
  • M. S. Al-balushi, M. S. Ahmed, M. M. Islam and M.H.R. Khan (May, 2020). Multilevel poisson regression modeling to identify factors influencing the number of children ever born to married women in Oman. Journal of Statistics & Management  Systems,  23(8): 1357-1373. 
  • M. M. Islam, F. Ababneh, T. Akter and M.H.R. Khan (January, 2020). Low birth weight in Jordan level, trends, risk factors and implications for under five mortality: A population based study. Eastern mediterranean Health Journal , WHO, 26(10): 1273-1284. doi:10.26719/emhj.20.096.

2019

  • M.H.R. Khan, A. Bhadra and T. Howlader (October, 2019). Stability Selection for Lasso, Ridge and Elastic Net Implemented with AFT Models. Statistical Applications in Genetics and Molecular Biology, 18(5), 20170001, https://doi.org/10.1515/sagmb-2017-0001.
  • M.B. Hossain, S.K. Mistry, M. Mohsin and M.H.R. Khan (August, 2019). Trends and determinants of perinatal mortality in Bangladesh. PLoS ONE, 14(8): e0221503. https://doi.org/10.1371/journal.pone.0221503.
  • M.M. Islam, M.H.R. Khan and T. Howlader (June, 2019). Modified Profile Likelihood Estimation for the Weibull Regression Models in Survival Analysis. Communications in Statistics – Theory and Methods, 48(9): 2329-2343.
  • P.K. Roy, M.H.R. Khan, T. Akter and M.S. Rahman (April, 2019). Exploring socio- demographic-and geographical-variations in prevalence of diabetes and hypertension in Bangladesh: Bayesian spatial analysis of national health survey data. Spatial and Spatio-temporal Epidemiology, 29: 71-83.
  • M.H.R. Khan and J.E.H. Shaw (March, 2019). Variable Selection for Accelerated Lifetime Models with Synthesized Estimation Techniques. Statistical Methods in Medical Research, 28(3): 937-952.

2018

  • M.M. Islam, F. Ababneh and M.H.R. Khan (July, 2018). Consanguineous Marriage in Jordan: An Update. Journal of Biosocial Science,  50(4): 573-578.
  • M.B. Hossain and M.H.R. Khan (July, 2018). Role of Parental Education on Reduction of Prevalence of Childhood Undernutrition in Bangladesh. Public Health Nutrition, 21(10): 1845-1854.
  • M.H.R. Khan  (March, 2018). On The Performance of Adaptive Pre-processing Technique in Analysing High-dimensional Censored Data. Biometrical Journal, 60(4): 687-702 ; winner of the ISCB awards for scientists for 2016.
  • M.B. Hossain, M.H.R. Khan, F. Ababneh and J.E.H. Shaw (January, 2018). Identifying Factors Influencing Contraceptive Use in Bangladesh: Evidence from BDHS 2014 Data, BMC Public Health, 18(1):192 (doi: 10.1186/s12889-018-5098-1).

2017

  • T.T. Islam and M.H.R. Khan (August, 2017). Optimal Portfolio Determination for Developing Country’s Vulnerable Stock Market Data. Journal of Statistics & Management Systems. 20(3): 337-354.

2016

  • M.H.R. Khan and J.E.H. Shaw (September, 2016). On Dealing with Censored Largest Observations under Weighted Least Squares. Journal of Statistical Computation and Simulation,  86(18): 3758-3776. Software
  • M.H.R. Khan and J.E.H. Shaw (May, 2016). Variable Selection for Survival Data with a Class of Adaptive Elastic Net Techniques. Statistics and Computing, 26(3): 725-741. Software
  • M.H.R. Khan, A. M. Azharul Islam and F. Ababneh (March, 2016). Substantial Gender Gap Reduction in Bangladesh Explained by the Proximity Measure of Literacy and Life Expectancy. Journal of Applied Statistics, 43(13): 2377-2395.
  • M.H.R. Khan and J.E.H. Shaw (January, 2016). Robust bias estimation for Kaplan-Meier Survival Estimator with Jackknifing. Journal of Statistical Theory and Practice, 10(1): 7-19. Software

Preprint/Working Paper (selected):

  • With Md. Hasanul Banna Siam, Md Mahbub Hasan, Enayetur Raheem, Mahbubul H Siddiqee,  Mohammad Sorowar Hossain. (August 2020). Insights into the first wave of the COVID-19 pandemic in Bangladesh: Lessons learned from a high-risk country. Doi: 10.1101/2020.08.05.20168674.
  • With Ahmed Hossain, Mohammad Ali, Gias Ahsan. (May 2020). Mental wellbeing in the Bangladeshi healthy population during nationwide lockdown over COVID-19: an online cross-sectional survey. Published in medRxiv as preprint on May 18, 2020. Doi: 10.1101/2020.05.14.20102210.
  • With Tamanna Howlader (May 2020). Visualizing the COVID-19 pandemic in Bangladesh using coxcombs: A tribute to Florence Nightingale. Preprint (medRxiv), doi:10.1101/2020.05.23.20110866.
  • With Tamanna Howlader (May 2020). Breaking the back of COVID-19: Is Bangladesh doing enough testing?
    Preprint (medRxiv), doi:10.1101/2020.05.09.20096123.
  • With Tamanna Howlader and Md Mazharul Islam (May 2020) Battling the COVID-19 Pandemic: Is Bangladesh Prepared? Preprint (medRxiv), doi:10.1101/2020.04.29.20084236.
  • With Ahmed Hossain (April, 2020), Countries are Clustered but Number of Tests is not Vital to Predict Global COVID-19 Confirmed Cases: A Machine Learning Approach. Preprint (medRxiv), doi: 10.1101/2020.04.24.20078238.
  • With Ahmed Hossain (April, 2020), COVID-19 Outbreak Situations in Bangladesh: An Empirical Analysis. Preprint (medRxiv), doi: 10.1101/2020.04.16.20068312.
  • With Shaila Sharmin (September, 2017). Analysis of Unobserved Heterogeneity via Accelerated Failure Time Models Under Bayesian and Classical Approaches. Preprint (arXiv:2001391).
  • With Anamika Bhadra and Tamanna Howlader (April, 2016). Stability Selection for Lasso, Ridge and Elastic Net Implemented with AFT Models. Preprint (arXiv:1604.07311).
  • With Md. Mazharul Islam (March, 2016). Improved Likelihood Estimation for the Generalized Extreme Value and the Inverse Gaussian Lifetime Distributions. Preprint (arXiv:1603.08388).

My paper on Google scholar; ResearchGate, ORCID

Software

  • R packages available from CRAN:

    • mapReasy (2017): For producing Administrative Boundary Map with Additional Features Embedded
    • DNAseqtest (2016): For generating and testing DNA sequences
    • MPlikelihoodWB (2016): For computing modified profile likelihood estimates for Weibull shape and regression parameters
    • AdapEnetClass (2013): This provides a class of adaptive elastic net methods for high-dimensional censored data
    • jackknifeKME (2013): For obtaining jackknife estimates of Kaplan-Meier estimators or integrals
    • imputeYn (2012): For imputing the last largest censored observation/observations under weighted least squares

Conferences/Talks (selected)

  • “Statistical and Machine Learning  Approaches for Survival Analysis”, in The International Symposium on Advanced Statistical Data Analysis and Operational Research (iADORE2020), December 7-8, 2020, (virtually hosted by UTM (Malaysia), ISRT (Bangladesh) and UNAND (Indonesia). [Keynote Talk]
  • “Change-point and Spatio-temporal Analysis of Climate Data in Bangladesh” (winner of the WBTF conference fund) presented in The International Environmental Statistics Conference, August 26-27, 2019, Kunming, China. [Talk]
  • “Ranking Based Variable Selection for Censored Data Using AFT Models” (winner of the WBTF conference fund) presented in ISI World Statistics Congress 2019, August 18 – 23, 2019, Kuala Lumpur, Malaysia. [Poster]
  • “Desire for Children Still Norm in Bangladesh: Evidences from National Surveys Using Machine Learning Techniques” presented in 2018 International Symposium on Big Data and Applied Statistics (ISBDAS2018), November 2-4, 2018, Guangzhou, China. [Keynote Talk]
  • “Variable Selection for AFT Models Using Generalized Linear Mixed Modeling Approach” (winner of the IBS travel grant) presented in International Biometric Conference (IBC) 2018, July 8-13, Barcelona, Spain. [Talk]
  • “Ranking Based Variable Selection for Censored Data Using AFT Models” (winner of the CFDC conference fund) presented in International Society for Clinical Biostatistics (ISCB) 2017 conference, July 9 – 13, 2017, Vigo, Spain. [Poster]
  • “Incidence and Risk Factors for Small Size at Birth in Bangladesh” (winner of the ISI and WB fund) presented in Quantitative Methods for Public Health Researchers of the SAARC Countries Workshop, December 28-30, 2016, Calcutta University, Kolkata, India. [Poster]
  • “Literacy and Literate Life Expectancy in Oman” presented in December 25, 2016 in Department of Statistics and Mathematics, Sultan Qaboos University, Oman. [Talk]
  • “On The Performance of Adaptive Pre-processing Technique in Analysing High-dimensional Censored Data” presented in International Society for Clinical Biostatistics Conference (ISCB2016) 2016, August 21-25, Birmingham, UK (winner of the conference awards for scientists). [Talk]
  • “Stability Selection for Lasso, Ridge and Elastic Net Implemented with AFT Models” presented in International Society for Clinical Biostatistics Conference (ISCB2015), 2015, August 23-27, Utrecht, the Netherlands (winner of the conference awards for scientists). [Talk]
  • “Literate Life Expectancy: A Proximity Measure of Literacy and Life Expectancy” (winner of the ISI and WB fund) presented in Statistics and Society international workshop, 2015, April 4-6, Sarder Patel University, Anand, Gujarat, India. [Talk]
  • “Variable Selection with The Modified Buckley–James Method and The Dantzig Selector for High-Dimensional Survival Data” presented in November 20, 2014 in Department of Statistics and Mathematics, Sultan Qaboos University, Oman. [Talk]
  • “Variable Selection with The Modified Buckley–James Method and The Dantzig Selector for High-Dimensional Survival Data” (winner of the ISI and WB fund) presented in “59th ISI World Statistics Congress ; 2013“, August 25-30, Hong Kong, China. [Talk]
  • “Variable Selection with The Modified Buckley–James Method and The Dantzig Selector for High-Dimensional Survival Data” presented in “Young Researchers Meetings; 2012“, June 19, Statistics Department, University of Warwick, UK. [Talk]
  • “On Some Aspects of Weighting under Right Censoring” presented in “34th Research Students Conference in Probability and Statistics; 2011“, April 04-07, University of Cambridge, UK. [Talk]
  • “Variable Selection Technique for AFT Models with Regularized Weighted Least Squares” presented in “Young Researchers Meetings; 2010“, December 16, Statistics Department, University of Warwick, UK. [Talk]
  • “Penalized regression approaches to variable selection for AFT models in high dimensions” presented in “31st Annual Conference of the International Society for Clinical Biostatistics; 2010“, August 20-September 02, Montpellier, France. [Poster]
  • “Bayesian and Non-Bayesian Variable Selection for Parametric AFT Models in High Dimensions” presented in “9th Valencia International Meeting on Bayesian Statistics 2010“, June 03-08, Benidorm, Spain. [Poster]
  • “The Bayesian Elastic Net and Related Methods” presented in “Model Uncertainty Workshop; 2010“, May 30-June 01, University of Warwick, UK. [Poster]
  • “Penalized Weighted Least Squares Variable Selection Method for AFT Models with High Dimensional Covariates” presented in ”The 33rd Research Students’ Conference in Probability and Statistics 2010“, April 12-15, University of Warwick, UK. [Talk]
  • ”The Sensitivity of Priors in Bayesian Variable Selection for Parametric AFT Models in High Dimensions” presented in ”The 30th Annual Conference of the International Society for Clinical Biostatistics (ISCB) 2009“, August 23-27, University of Economics, Prague, Czech Republic. [Talk]
  • ”Bayesian Variable Selection Methods for Parametric AFT Models in High Dimensions” presented in ”The 32nd Research Students’ Conference in Probability and Statistics 2009“, March 23-26, Lancaster University, UK. [Talk]

Forthcoming Conferences

PhD and MSc Theses
  • Variable Selection and Estimation Procedures for High-Dimensional Survival Data. Unpublished PhD Thesis, Department of Statistics, University of Warwick, UK. Supervisor: Dr Ewart Shaw.
  • Multilevel Logistic Regression Analysis of Contraceptive Prevalence in Bangladesh. Unpublished MSc Thesis 2008 (PDF), Department of Statistics, University of Warwick, UK. Supervisor: Dr Ewart Shaw.
  • Interpretation of the Odds Ratio from Logistic Regression after A Transformation of the Covariate Vector: An Application to BDHS Child Mortality Data. Unpublished MSc Thesis (2001), ISRT, University of Dhaka. Supervisor: Dr Shahadut Hossain.  Thesis abstract.

Editorial and Refereeing Experience (selected)

  • Editor, Journal of Biomedical Analytics
  • Associate Editor, Zagazig University Medical Journal (ZUMJ)
  • Biometrics
  • Statistics in Medicine
  • Journal of Applied Statistics
  • Communications in Statistics – Theory and Methods
  • Journal of Statistical Theory and Practice
  • PLOS ONE
  • BMJ Open
  • BMC Bioinformatics
  • BMC Public Health
  • BMC Research Notes
  • BMC Medical Research Methodology
  • Computers in Biology and Medicine
  • Wiley book proposal
  • MRC research grant proposal
Current (2019) Teaching (New Site)
  • AST408 (old 409): Generalized Linear Models (B.S. 4th year level)
    • Course Materials: outline; handout, assignment and code– visit new site.
  • AST525: Statistical Machine Learning (M.S. level)
    • Course Materials: outline; handout, assignment and code– visit new site.
    • AST525: Statistical Machine Learning (M.S. level)
  • AST530: Statistical Computing I (M.S. level)
Recent Teaching
  • AST201: Probability Distributions and Simulation (2013, 2014(partial))
  • AST405: Lifetime Data Analysis (2013, 2014, 2015, 2016)
  • AST430: Statistical Computing IX (2016, 2017)
  • AST409: Generalized Linear Models (2017, 2018, 2019, 2020–)
  • AST501: Applied Bayesian Statistics (2016, 2017)
  • AST525: Statistical Machine Learning (2018, 2019, 2020–)
  • AST530: Statistical Computing I (2019, 2020–)
  • AST532: Comprehensive Statistical Computing (2014, 2015)
  • Tutorial of Probability A & B (at Warwick University; 2010/11)
  • Tutorial of Mathematical Statistics B (at Warwick University; 2011)
  • Lab Tutorial of Advanced Data Analysis (in Warwick Business School, Warwick University; 2011)
  • Tutorial of Statistical Laboratory 1 (at Warwick University; 2010)
  • Tutorial of Mathematical Statistics A (at Warwick University; 2010)
  • Tutorial of Probability A & B (at Warwick University; 2008/09)
  • Tutorial of Statistical Laboratory 1 (at Warwick University; 2009)
  • Tutorial of Probability A & B (at Warwick University; 2009/10)
Memberships 
  • Member (2018-), Institutional Review Board (IRB), Biomedical Research Foundation (BRF), Bangladesh
  • Regular member (2017-), International Statistical Institute (ISI)
  • Student member (2009-2012), Institute of Mathematical Statistics (IMS)
  • Student member (2010-2012), International Society for Bayesian Analysis (ISBA)
  • Member (2009-), International Society for Clinical Biostatistics (ISCB)
  • Life member, Bangladesh Statistical Association (BSA)
  • President and life member, Institute of Statistical Research and Training Alumni Association (ISRTAA)
PhD Genealogy 

My PhD genealogy includes Ewart Shaw as supervisor, Adrian Smith as grandsupervisor, Dennis Lindley as great-grandsupervisor, Euler as great-grandsupervisor (10th), Leibniz as great-grandsupervisor (14th), and Copernicus as great-grandsupervisor (20th).

Write-up in the Newspaper (selected) 

 

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