Recent Publication
Department of Statistics
2022
Md. Moyazzem Hossain, Book Review: Linear Regression Models: Applications in R, 1st Edition Hoffmann, John P., 2022 Chapman & Hall/CRC Press, New York xv+420 pp., £47.99(paperback), £47.99 (e-book) ISBN: 9780367753665, Journal of the Royal Statistical Society: Series A (Statistics in Society), 2022. doi: 10.1111/rssa.12881
Fathy H. Riad, Mohamed A. Sabry, Ehab M. Almetwally, Ramy Aldallal, Randa Alharbi, Md. Moyazzem Hossain, On Extended Neoteric Ranked Set Sampling Plan: Likelihood Function Derivation and Parameter Estimation, Complexity, 2022, pp.Article ID 1697481, 2022. doi: 10.1155/2022/1697481
Shabnam Naher, Fazle Rabbi, Md. Moyazzem Hossain, Rajon Banik, Sabbir Pervez, Anika Bushra Boitchi, Forecasting the Incidence of Dengue in Bangladesh-Application of Time Series Model, Health Science Reports, 5, 4, pp.e666, 2022. doi: 10.1002/hsr2.666
Md. Moyazzem Hossain, Faruq Abdulla, Azizur Rahman, Mohammed Nazmul Huq, Cigarette waste: A burden to the health, environment, and economy, Ecotoxicology and Environmental Safety, 239, pp.113661, 2022. doi: 10.1016/j.ecoenv.2022.113661
Navid Feroze, Muhammad Noor-ul-Amin, Maryam Sadiq, Md. Moyazzem Hossain, On Optimal Progressive Censoring Schemes from Models with U-shaped Hazard Rate: A Comparison between Conventional and Fuzzy, Journal of Function Spaces, 2022, pp.Article ID 2336760, 2022. doi: 10.1155/2022/2336760
Sorif Hossain, Md. Moyazzem Hossain, Sabina Yeasmin, Md. Shabbir Hossain Bhuiyea, Promit Barua Chowdhury, Md Tareq Ferdous Khan, Assessing the Determinants of Women’s Age at First Marriage in Rural and Urban Areas of Bangladesh: Insights From Quantile Regression (QR) Approaches, Journal of Population and Social Studies, 30, pp.602-624, 2022.
Nahid Salma, Md. Moyazzem Hossain, Sabina Yasmin, Muhammad Khairul Alam, K.M. Rafiqul Alam, Assessing Mental Health Status among COVID-19 Recovery Patients in Bangladesh- A Pilot Study, International Journal of Ecological Economics and Statistics, Accepted, 2022.
B. I. Mohammed, Md. Moyazzem Hossain, R.A. Aldallal, and Mohamed S. Mohamed, Bivariate Kumaraswamy Distribution Based on Conditional Hazard Functions: Properties and Application, Mathematical Problems in Engineering, 2022, pp.Article ID 2609042, 2022. doi: 10.1155/2022/2609042
Zeeshan Saleem Mufti, Eiman Fatima, Rukhshanda Anjum, Fairouz Tchier, Qin Xin, Md. Moyazzem Hossain, Computing First and Second Fuzzy Zagreb Indices of Linear and Multi Acyclic Hydrocarbons, Journal of Function Spaces, 2022, pp.Article ID 6281592, 2022. doi: 10.1155/2022/6281592
Zafar Mahmood, Hazar A. Khogeer, Eslam. H. Hafez, Md. Moyazzem Hossain, A Logistic Trigonometric Generalized Class of Distributions Characteristics, Applications and Simulations, Journal of Mathematics, 2022, pp.Article ID 7091581, 2022. doi: 10.1155/2022/7091581
Azizur Rahman, Md. Moyazzem Hossain, Prevalence and determinants of fever, ARI and diarrhea among children aged 6-59 months in Bangladesh, BMC Pediatrics, 22, pp.117, 2022. doi: 10.1186/s12887-022-03166-9
Md. Moyazzem Hossain, Md. Asraful Alam, Monirul Hasan Masum, Prevalence of anxiety, depression and stress among students of Jahangirnagar University in Bangladesh, Health Science Reports, 5, 2, pp.e559, 2022. doi: 10.1002/hsr2.559
Faruq Abdulla, Md. Moyazzem Hossain, Md. Karimuzzaman, Mohammad Ali, and Azizur Rahman, Likelihood of Infectious Diseases Due to Lack of Exclusive Breastfeeding among Infants in Bangladesh, PLOS ONE, 17, 2, pp.e026389, 2022. doi: 10.1371/journal.pone.0263890
Md. Moyazzem Hossain, Book Reviews: Practical Statistics for Nursing and Health Care, 2nd Edition, Jim Fowler, Phil Jarvis and Mel Chevannes, 2021, John Wiley & Sons, Inc., England, xv+199 pp., $46.00 (e-book), ISBN: 9781119698524, Journal of the Royal Statistical Society: Series A (Statistics in Society), 2022. doi: 10.1111/rssa.12818
Md. Moyazzem Hossain, Book Reviews: Statistical Regression Modeling with R, Ding-Geng (Din) Chen and Jenny K. Chen, 2021, Springer Nature Switzerland AG, xvii+ 228 pp., £71.50 (eBook), £89.99 (hardcover) ISBN 978-3-030-67582-0; ISBN 978-3-030-67583-7 (eBook), Journal of the Royal Statistical Society: Series A (Statistics in Society), 185, 2, pp.743-744, 2022. doi: 10.1111/rssa.12817
Md. Moyazzem Hossain, Faruq Abdulla, Rajon Banik, Sabina Yeasmin and Azizur Rahman, Child marriage and its association with morbidity and mortality of under-5 years old children in Bangladesh, PloS ONE, 17, 2, pp.e026292, 2022. doi: 10.1371/journal.pone.0262927
Rahman, A., and Hossain, M. M., Quantile Regression Approach to Estimating Prevalence and Determinants of Child Malnutrition, Journal of Public Health, 30, 2, pp.323–339, 2022. doi: 10.1007/s10389-020-01277-0
Md. Moyazzem Hossain, Faruq Abdulla, Rajon Banik, Sabina Yeasmin and Azizur Rahman, Child marriage and its association with morbidity and mortality of under-5 years old children in Bangladesh, PloS ONE, Accepted, 2022.
Md. Moyazzem Hossain, Faruq Abdulla, Azizur Rahman and Hafiz T. A. Khan, Prevalence and Determinants of Wife-beating in Bangladesh: Evidence from a Nationwide Survey, BMC Psychiatry, 22, pp.9, 2022. doi: 10.1186/s12888-021-03652-x
Karim Ullah Chowdhury, Nahid Salma, Seasonal Adjustment Of Export Data Published By Bangladesh Bank, Research & Reviews: Journal of Statistics, 11, 2, 2022.
2021
Shamima Sultana, Md. Moyazzem Hossain, M. Ismail Hossain, Efficiency of Potato Farming in Bangladesh: Cobb-Douglas Stochastic Frontier Approach, Jahangirnagar University Journal of Statistical Studies, 36 (Special volume), pp.Accepted, 2021.
B. I. Mohammed, Abdulaziz S. Alghamdi, Hassan M. Aljohani, Md. Moyazzem Hossain, The New Novel Bivariate Distribution: Statistical Properties and Real Data Applications, Mathematical Problems in Engineering, 2021, pp.2756779, 2021. doi: 10.1155/2021/2756779
Md. Moyazzem Hossain, Book Review: Applied Univariate, Bivariate, and Multivariate Statistics: Understanding Statistics for Social and Natural Scientists, With Applications in SPSS and R, Second EditionDaniel J. Denis, 2021John Wiley & Sons, Inc., Hoboken, NJ, USAXXI+ 551 pp., $104.00 (e-book), $130.00 (hardcover) ISBN 978-1-119-58304-2, Journal of the Royal Statistical Society: Series A (Statistics in Society), Accepted, 2021. doi: 10.1111/rssa.12775
Md. Moyazzem Hossain, Arif Bin Saleh and Mohammad Alamgir Kabir, Determinants of mass media exposure and involvement in information and communication technology skills among Bangladeshi women, Jahangirnagar University Journal of Statistical Studies, 36 (Special volume), pp.Accepted, 2021.
Arafat Hossain, Md Karimuzzaman, Md. Moyazzem Hossain, and Azizur Rahman, Text Mining and Sentiment Analysis of Newspaper Headlines, Information, 2021.doi: 10.3390/info12100414
Md. Abu Sayeed, Md. Shabbir Rahman Rasel, Abrar Ahamed Habibullah and Md. Moyazzem Hossain, Prevalence and underlying factors of mobile game addiction among university students in Bangladesh, Global Mental Health, 2021.
Md Moyazzem Hossain; Sabina Yeasmin; Faruq Abdulla; Azizur Rahman, Rural-Urban Determinants of Vitamin A Deficiency among under 5 Children in Bangladesh: Evidence from National Survey 2017-18, BMC Public Health, 21, pp.1569, 2021. doi: 10.1186/s12889-021-11607-w
Md Moyazzem Hossain; Md Abdus Sobhan; Azizur Rahman; Sanzida Sharmin Flora; Zahida Sultana Irin, Trends and determinants of vaccination among children aged 06-59 months in Bangladesh: country representative survey from 1993-2014, BMC Public Health, 21, pp.1578, 2021. doi: 10.1186/s12889-021-11576-0
Md. Moyazzem Hossain, Book Review: Statistics for Data Science and Policy Analysis, Journal of the Royal Statistical Society: Series A (Statistics in Society), 2021. doi: 10.1111/rssa.12744
Huq, M.N., Hossain, M.M., Abdulla, F., and Yeasmin, S., Intergenerational Educational Mobility in Bangladesh, PloS ONE, 16, 7, pp.e0255426, 2021. doi: 10.1371/journal.pone.0255426
Faruq Abdulla, Zulkar Nain, Md. Karimuzzaman, Md. Moyazzem Hossain and Azizur Rahman, A Non-Linear Biostatistical Graphical Modeling of Preventive Actions and Healthcare Factors in Controlling COVID-19 Pandemic, International Journal of Environmental Research and Public Health, 18, 9, pp.4491, 2021. doi: https://doi.org/10.3390/ijerph18094491
Anika Bushra Boitchi, Shabnam Naher, Sabbir Pervez, Md. Moyazzem Hossain, Prevalence of Hypertension and Associated Risk Factors Among Women in a Rural Community in Bangladesh: A Cross-Sectional Study, Millennium Journal of Humanities and Social Sciences, 2, 2, pp.1-19, 2021. doi: https://doi.org/10.47340/mjhss.v2i2.1.2021
Md. Karimuzzaman, Nusrat Islam, Sabrina Afroz and Md. Moyazzem Hossain, Predicting Stock Market Price of Bangladesh: A Comparative Study of Linear Classification Models, Annals of Data Science, 2021. doi: https://doi.org/10.1007/s40745-020-00318-5
Faruq Abdulla, Zulkar Nain, Md. Moyazzem Hossain, Shifath Bin Sayed, Md Shakil Ahmed Khan, Utpal Kumar Adhikari, A Comprehensive Screening of the Whole Proteome of Hantavirus and Designing a Multi-Epitope Subunit Vaccine for Cross-Protection Against Hantavirus: Structural Vaccinology and Immunoinformatics Study, Microbial Pathogenesis, 150, pp.104705, 2021. doi: https://doi.org/10.1016/j.micpath.2020.104705
Shandip Roy, Md. Moyazzem Hossain, and Nahid Salma, Identifying the Key Factors of the Performance of Bangladesh Cricket Team: Evidence from One Day International Cricket Matches, International Journal of Tomography and Simulation, 34, 2, 2021.
Ahmed, S., Karimuzzaman, M. and Hossain, M. M., Modeling of Mean Sea Level of Bay of Bengal: A Comparison between ARIMA and Artificial Neural Network, International Journal of Tomography and Simulation, 34, 1, pp.17-30, 2021.
Md. Rezaul Karim, Mst. Bithi Akter, Sejuti Haque, Nazmin Akter, Do Temperature and Humidity Affect the Transmission of SARS‑CoV‑2?‑A Flexible Regression Analysis, Annals of Data Science, July, 2021. doi: https://doi.org/10.1007/s40745-021-00351-y
Irène Gijbels, Rezaul Karim, and Anneleen Verhasselt, Semiparametric quantile regression using family of quantile-based asymmetric densities, Computational Statistics & Data Analysis, 157, May 2021, pp.107-129, 2021. doi: https://doi.org/10.1016/j.csda.2020.107129
Md. Rezaul Karim, Investigating the Quality of Online Education from University-level Students’ Perspective in Bangladesh, Research & Reviews: Journal of Statistics, 10, 1, pp.07-16, 2021. doi: 10.37591/RRJoST
Khairul Alam, Ferdous Bin Ali, Rajon Banik, Sabina Yasmin, Nahid Salma, Assessing the mental health condition of home-confined University level students of Bangladesh due to the COVID-19 pandemic., Journal of Public Health, (2021). doi: 10.1007/s10389-021-01542-w
Sabina Yasmin, Md. Hazrat Ali, Shafika Rahman, Nahid Salma, Preference and Feasibility of Online Classes among Bangladeshi Students during COVID-19 Pandemic, International Journal of Ecological Economics and Statistics, 42, 1, (2021).
Sabina Yasmin Shila, Muhammad Khairul Alam, Ferdous Bin Ali, Rajon Banik, Nahid salma, Psychological Impact of COVID-19 among people from the banking sector in Bangladesh: A cross sectional study, International Journal of Mental Health and Addiction (IJMA), (2021). doi: https://doi.org/10.1007/s11469-020-00456-0
Shandip Roy, Md. Moyazzem Hossain, and Nahid Salma, Identifying the Key Factors of the Performance of Bangladesh Cricket Team: Evidence from One Day International Cricket Matches, International Journal of Tomography and Simulation, 34, 2, (2021).
S. Yeasmin and N. Salma, Assessing the influencing factors on satisfaction level as a student of statistics department of public university in Bangladesh, International Journal of Mathematics and Computation, 32, 1, pp.17-28, (2021).
N. Salma and M.F.B Karim, Prescription Pattern of Antibiotics among specialist doctors in Mymensingh city of Bangladesh, Journal of Statistical Studies, 35, (2021)
Rahman A, Hossain Z., Rahman M. L., Majumder A. K., Seasonal Adjustment Based on Neural-Network in Time Series Analysis: A Comparative Study (Accepted), Journal of Statistical Studies, 35, (2021).
Marjan N., Rahman A, Rois R., Rahman Az., Factors associated with coverage of vitamin a supplementation among Bangladeshi children: mixed modelling approach, BMC Public Health, 21, 648, (2021). doi: 10.1186/s12889-021-10735-7
Nasrin Khatun, Applications of Normality Test in Statistical Analysis, Open Journal of Statistics, 11, 1, pp.113-122, 2021. doi: https://doi.org/ojs.
Sanjida Tasnim, Use of shape restricted regression methods for fitting model of per capita GDP: A global economic scenario of 2018, International Journal of Statistics and Probability, 10, 4, pp.52-61, 2021.
2020
Md. Karimuzzaman, Nusrat Islam, Sabrina Afroz and Md. Moyazzem Hossain, Predicting Stock Market Price of Bangladesh: A Comparative Study of Linear Classification Models, Annals of Data Science, 2020.
Salequl Islam, Umme Laila Urmi, Masud Rana, Fahmida Sultana, Nusrat Jahan, Billal Hossain, Samiul Iqbal, Md. Moyazzem Hossain, Abu Syed Md. Mosaddek, and Shamsun Nahar, High Abundance of the Colistin Resistance Gene mcr-1 in Chicken Gut-Bacteria in Bangladesh, Scientific Reports, 10, pp.17292, 2020. doi: https://doi.org/10.1038/s41598-020-74402-4
Md. Moyazzem Hossain, Faruq Abdulla, Md. Karimuzzaman and Azizur Rahman, Routine Vaccination Disruption in Low-income Countries: An Impact of COVID-19 Pandemic, Asia Pacific Journal of Public Health, 32, 2020. doi: 10.1177/1010539520957808
Sabina Yeasmin, Sorif Hossain, Md. Nazmul Hossain, Raju Mahumud, Nahid Salma, Md Moyazzem Hossain, Impact of COVID-19 Pandemic on the Mental Health of Children in Bangladesh: A Cross-Sectional Study, Children and Youth Services Review, 117, pp.105277, 2020. doi: 10.1016/j.childyouth.2020.105277
Forecasting the COVID-19 Pandemic with Climate Variables for Top Five Burdening and Three South Asian Countries, Md. Karimuzzaman, Sabrina Afroz, Md. Moyazzem Hossain, Azizur Rahman, (2020), Forecasting the COVID-19 Pandemic with Climate Variables for Top Five Burdening and Three South Asian Countries, Preprint, Doi: https://doi.org/10.1101/2020.05.12.20099044
Effect of preventive actions and health care factors in controlling the outbreaks of COVID-19 pandemic, Faruq Abdulla, Zulkar Nain, Md. Karimuzzaman, Md. Moyazzem Hossain, Utpal Kumar Adhikari, Azizur Rahman, (2020), Effect of preventive actions and health care factors in controlling the outbreaks of COVID-19 pandemic, Preprint.
Md. Karimuzzaman & Md. Moyazzem Hossain, Forecasting Performance of Nonlinear Time Series Models: An Application to Weather Variable, Modeling Earth Systems and Environment, 6, 4, pp.2451–2463, 2020. doi: https://doi.org/10.1007/s40808-020-00826-6
Rahman, A., and Hossain, M. M. , Quantile Regression Approach to Estimating Prevalence and Determinants of Child Malnutrition, Journal of Public Health, 2020. doi: 10.1007/s10389-020-01277-0
Fast food consumption and obesity among urban college going adolescents in Bangladesh: A cross-sectional study,
Banik, R., Naher, S., Pervez, S. and Hossain, M. M. (2020). Fast food consumption and obesity among urban college going adolescents in Bangladesh: A cross-sectional study. Obesity Medicine, 17, March 2020, 100161. Doi:10.1016/j.obmed.2019.100161.
Hossain, M. M. (2020). Forecasting Monthly Average Temperature of Some Selected Stations from the Northern Part of Bangladesh by ARIMA Model, International Journal of Mathematics & Computation, 30(1):43-53.
Assessing Sleep Quality and Its Effects on Academic Performance Among University Students,
Hossain, M. M., and Rahman, M. H. (2020), Assessing Sleep Quality and Its Effects on Academic Performance Among University Students, Journal of Sleep Sciences, Accepted.
Attitudes of the Female University Students towards Skin Whitening in Bangladesh,
Hossain, M. M., (2020), Attitudes of the Female University Students towards Skin Whitening in Bangladesh. Epidemol Int J, 4(1): 000134. Doi:10.23880/eij-16000134.
Irène Gijbels, Rezaul Karim, and Anneleen Verhasselt, Response to the Letter to the Editor on ‘On Quantile‐based Asymmetric Family of Distributions: Properties and Inference’, International Statistical Review, 88, 3, pp.797-801, 2020. doi: https://doi.org/10.1111/insr.12424
Md. Torikul Islam , Sabina Yasmin , Nahid Salma, Socioeconomical Profile and Factors Associated with Migrated Rickshaw Pullers in Jahangirnagar University Campus, Bangladesh, Research & Reviews: Journal of Statistics, 9, 1, pp.9-15, (2020).
Huq, M. N., Khan, S., Rahman, A., Jahan, R., Yasmin, S., Ending HIV/AIDS epidemic in Bangladesh by 2030, Journal of AIDS & clinical Research, 11, 6, pp.1-4, (2020). doi: 10.37421/jar.2020.11.812.
Bina, F. A., FORECASTING OF TEMPERATURE IN BANGLADESH BY USING SLICED FUNCTIONAL TIME SERIES (SFTS) APPROACH, INTERNATIONAL JOURNAL OF ADVANCED SCIENTIFIC AND TECHNICAL RESEARCH, Volume 5, Issue 10, 2020. doi: 10.26808/rs.st.10v5.07
N. Khatun, M. A. Matin, A Study on LINEX Loss Function with Different Estimating Methods, Open Journal of Statistics, 10, pp.52-63, 2020. doi: https://doi.org/ojs.
2019
Karimuzzaman, M., Hossain, M. M., and Rahman, A. (2019). Factors affecting children ever born for 15-49 year old women in Bangladesh: Application of finite mixture regression model. In Applied Statistics and Policy Analysis Conference, 2019: Effective policy through the use of big data, accurate estimates and modern computing tools and statistical modelling, Springer.
Determinants of Vitamin A Deficiency of Under-5 Children in Rural and Urban Areas of Bangladesh,
Yeasmin, Sabina and Hossain, Md. Moyazzem, Determinants of Vitamin A Deficiency of Under-5 Children in Rural and Urban Areas of Bangladesh (10/30/2019 18:15:15). Available at SSRN: https://ssrn.com/abstract=3487787
Distribution of Earthquake Magnitude Levels in Bangladesh,
Rahman, M. H., and Hossain, M. M. (2019). Distribution of Earthquake Magnitude Levels in Bangladesh. Journal of Geography and Geology, 11(3), 15-24. Doi: 10.5539/jgg.v11n3p15.
Rahman, M. H., and Hossain, M. M. (2019). Classification and Regression Tree to Predict the Precipitation Labels of North West Region in Bangladesh. Environment and Natural Resources Research, 9(3), 117-126. Doi: 10.5539/enrr.v9n3p117.
Forecasting Gold Price: An Application of Auto Regressive Integrated Moving Average Model,
Faruk, M. O. and Hossain, M. M., (2019), Forecasting Gold Price: An Application of Auto Regressive Integrated Moving Average Model, International Journal of Applied Mathematics and Statistics, 54(4), 115-121.
Gram-positive uropathogens: Empirical treatment and emerging antimicrobial resistance,
Laila, U. U., Jahan, N., Nahar, S., Rana, M., Sultana, F., Hossain, B., Iqbal, S., Hossain, M., Mosaddek, A. S. M., Islam, S. (2019), Gram-positive uropathogens: Empirical treatment and emerging antimicrobial resistance, Biomedical Research and Clinical Practice, 4, 1-4. DOI:10.15761/BRCP.1000182.
Determinants of the age of mother at first birth in Bangladesh: Quantile regression approach,
Md. Moyazzem Hossain and Ajit Kumar Majumder (2019). Determinants of the age of mother at first birth in Bangladesh: Quantile regression approach, Journal of Public Health, 27(4), 419-4242. Doi:10.1007/s10389-018-0977-6.
Application of Text Mining on the Editorial of a Newspaper of Bangladesh,
Tarequl Islam Manir and Md. Moyazzem Hossain, (2019), Application of Text Mining on the Editorial of a Newspaper of Bangladesh, International Journal of Computer Applications, 178(11), 23-29. Doi: 10.5120/ijca2019918837.
Over-Differencing and Forecasting with Non-Stationary Time Series Data,
Zakir Hossain, Atikur Rahman, Md. Moyazzem Hossain and Jamil Hasan Karami, (2019), Over-Differencing and Forecasting with Non-Stationary Time Series Data, Dhaka University Journal of Science, 67(1), 21-26.
Md. Arafat Rahman and Md. Moyazzem Hossain, (2019), Forecasting Rice Production in Jessore, Dinajpur and Kushtia Districts of Bangladesh by Time Series Model, International Journal of Mathematics and Computation, 30(2), 105-114.
Impact of Mobile Phone Usage on Academic Performance,
Md. Moyazzem Hossain, (2019). Impact of Mobile Phone Usage on Academic Performance. World Scientific News, 118, 164-180.
Probability Modeling of Monthly Maximum Sustained Wind Speed in Bangladesh,
Md. Moyazzem Hossain, (2019), Probability Modeling of Monthly Maximum Sustained Wind Speed in Bangladesh, Statistics, Optimization and Information Computing, 7(1), 75-84. Doi: 10.19139/soic.v7i1.567.
Rezaul Karim,, Irène Gijbels, and Anneleen Verhasselt, QBAsyDist: Asymmetric Distributions and Quantile Estimation, pp.1-55, 2019. doi: https://cran.r-project.org/web/packages/QBAsyDist
Irène Gijbels, Rezaul Karim, and Anneleen Verhasselt, On quantile-based asymmetric family of distributions: properties and inference, International Statistical Review, 87, 3, pp.471-504, 2019. doi: https://doi.org/10.1111/insr.12324
Distribution of Earthquake Magnitude Levels in Bangladesh,
Md. Habibur Rahman, Md. Moyazzem Hossain (2019): Distribution of Earthquake Magnitude Levels in Bangladesh, Journal of Geography and Geology, Vol. 11, No. 3, September 30, 2019. DOI:10.5539/jgg.v11n3p15 Website: http://www.ccsenet.org/journal/index.php/jgg/article/view/0/40928
Md. Habibur Rahman (2019): Fitting of Probability Distribution on the Post-Monsoon Rainfall of Different Locations in Bangladesh, Environment and Natural Resources Research, Vol. 9, No. 2, https://doi.org/10.5539/enrr.v9n2p27, Website: http://www.ccsenet.org/journal/index.php/enrr/article/view/0/39316