Biography
Sumona Mondal is a Professor of Statistics in the Department of Mathematics and Co-director of the MS Data Science Program at Clarkson University in Potsdam, NY, USA. Her research interests lie in the application and development of statistical methods for environmental, biological, and public health inquiries. She values interdisciplinary collaborations as they provide opportunities to contribute and learn in a cooperative environment. Particularly, she finds excitement in situations where scientists are utilizing methods that could greatly benefit from statistical development, and she works with them to enhance those methods. Mondal has repeatedly applied her statistical, mathematical, and computational knowledge, skills, and experience to model and estimate, predict, and simulate in various problem domains. Inferential statistics and data analysis represent her two main areas of interest.
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Interests
- Statistics
- Data Science
- Public Health
Education
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Ph.D. in Mathematics (Statistics concentration), 2007
University of Louisiana at Lafayette
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MS in Mathematics, 2004
University of Louisiana at Lafayette
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MSc in Statistics, 2000
University of Calcutta, India
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BSc in Statistics, 1998
University of Calcutta, India
Experience
Professor of Statistics
Co Director, MS Applied Data Science Program
Associate Professor
Associate Professor
Assistant Professor
Graduate Teaching Assistant
Systems Engineer
ADA Software and Services Pvt. Ltd.
Statistical Consultant
Indian Statistical Institute
Recent Publications
Journal Articles
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(2022).
Characterizing respiratory aerosol emissions during sustained phonation.
Journal of Exposure Science & Environmental Epidemiology.
(2022).
COVID-19 in New York state: Effects of demographics and air quality on infection and fatality.
Science of the Total Environment.
(2022).
COVID-19 in the United States during pre-vaccination period: Shifting impact of sociodemographic factors and air pollution.
Frontiers in Epidemiology.
(2022).
Explainable and High-Performance Hate and Offensive Speech Detection.
24th International Conference on Human-Computer Interaction 2022.
(2022).
Factors influencing motivation to perform mental and physical tasks during the initial lockdown period of the COVID-19 pandemic.
International Journal of Exercise Science.
(2022).
Interpretable and High-Performance Hate and Offensive Speech Detection.
HCI International 2022–Late Breaking Papers: Interacting with eXtended Reality and Artificial Intelligence: 24th International Conference on Human-Computer Interaction, HCII 2022, Virtual Event, June 26–July 1, 2022, Proceedings.
(2022).
Measuring the impact of student success retention initiatives for engineering students at a private research university.
Frontiers in Education.
(2022).
Mood Responses to Various Exercise Types Using the Ontological Definitions of Exercise.
International Journal of Exercise Science: Conference Proceedings.
(2022).
The Effects of Vision-Deprived Progressive Resistance Training on One-Repetition Maximum Bench Press Performance: An Exploratory Study.
Vision.
(2022).
Trait energy and fatigue modify acute ingestion of an adaptogenic-rich beverage on neurocognitive performance.
Applied Sciences.
(2021).
Collision-based electrochemical detection of lysozyme aggregation.
Analytical Chemistry.
(2021).
A Bayesian Model to Analyze the Association of Rheumatoid Arthritis with Risk Factors and Their Interactions.
Frontiers in Public Health.
(2021).
Factors Influencing Success in Advanced Engineering Mathematics Courses: A Case Study.
Frontiers in Education.
(2021).
Prevalence of Common Comorbidities in Rheumatoid Arthritis in Rural New York Compared With National Data.
Cureus Journal of Medical Science.
(2021).
Six minutes of physical activity improves mood in older adults: a pilot study.
Journal of Geriatric Physical Therapy.
(2021).
Differential Impact of COVID-19 Risk Factors on Ethnicities in the United States.
Frontiers in Public Health.
(2020).
Caffeine-containing, adaptogenic-rich drink modulates the effects of caffeine on mental performance and cognitive parameters: a double-blinded, placebo-controlled, randomized trial.
Nutrients.
(2020).
Estimating PM2. 5 from photographs.
Atmospheric Environment: X.
(2020).
When trusted black boxes don't agree: Incentivizing iterative improvement and accountability in critical software systems.
Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society.
(2019).
Establishmentandoptimization of epithelial cell culturesfrom human ectocervix, transformation zone, and endocervix optimization of epithelial cell cultures.
Journal of Cellular Physiology.
(2019).
Potential biomarkers of the mature intervertebral disc identified at the single cell level.
Journal of Anatomy.
(2019).
Predictors of feelings of energy differ from predictors of fatigue among graduate health sciences students.
The FASEB Journal.
(2019).
Quantitative single-cell transcript assessment of biomarkers supports cellular heterogeneity in the bovine IVD.
Veterinary sciences.
(2018).
Susceptibility of epithelial cells cultured from different regions of human cervix to HPV16-induced immortalization.
PLOS One.
(2018).
HPV16-immortalized cells from human transformation zone and endocervix are more dysplastic than ectocervical cells in organotypic culture.
Scientific reports.
(2018).
Predictors of feelings of energy differ from predictors of fatigue.
Fatigue: Biomedicine, Health & Behavior.
(2018).
Increased lumbar spinal column laxity due to low-angle, low-load cyclic flexion may predispose to acute injury.
JOR Spine.
(2017).
Cold induced mortality of the Burmese Python: an explanation via stochastic analysis.
Physica A: Statistical Mechanics and its Applications.
(2017).
Indian English evolution and focusing visible through power laws.
Languages.
(2016).
An evaluation of the impact of flooring types on exposures to fine and coarse particles within the residential micro-environment using CONTAM.
Journal of exposure science & environmental epidemiology.
(2015).
A cross-sectional survey assessing sources of movement-related fear among people with fibromyalgia syndrome.
Clinical rheumatology.
(2015).
Bayesian analysis of factors associated with fibromyalgia syndrome subjects.
AIP Conference Proceedings.
(2015).
Comparative study of methanogens in one-and two-stage anaerobic digester treating food waste.
Renewable Agriculture and Food Systems.
(2015).
Sensitivity analysis of a viscoelastic parameterization for gravity wave dispersion in ice covered seas.
Cold Regions Science and Technology.
(2014).
A comparative study of walking-induced dust resuspension using a consistent test mechanism.
Indoor air.
(2014).
An evolutionary domain-specific risk scale..
Evolutionary Behavioral Sciences.
(2014).
Cyclic cryopreservation affects the nanoscale material properties of trabecular bone.
Journal of Biomechanics.
(2013).
Gaseous elemental mercury (GEM) emissions from snow surfaces in Northern New York.
PloS one.
(2013).
Interdisciplinary biomathematics: engaging undergraduates in research on the fringe of mathematical biology.
PRIMUS.
(2013).
Variation in concentrations of three mercury (Hg) forms at a rural and a suburban site in New York State.
Science of the total environment.
(2012).
Human papillomavirus type 16 E6 and E 7 proteins alter NF-kB in cultured cervical epithelial cells and inhibition of NF-kB promotes cell growth and immortalization.
Virology.
(2011).
Analysis of model parameters for a polymer filtration simulator.
Modelling and Simulation in Engineering.
(2011).
Decay of bacterial pathogens, fecal indicators, and real-time quantitative PCR genetic markers in manure-amended soils.
Applied and Environmental Microbiology.
(2011).
Inhibition of the epidermal growth factor receptor by erlotinib prevents immortalization of human cervical cells by Human Papillomavirus type 16.
Virology.
(2011).
Pathogen reduction and factors responsible for pathogen reduction in dairy farm operations treating dairy manure.
Biological Engineering Transactions.
(2010).
Predicting home and community walking activity in people with stroke.
Archives of physical medicine and rehabilitation.
(2010).
The effects of diabetes and/or peripheral neuropathy in detecting short postural perturbations in mature adults.
Journal of NeuroEngineering and Rehabilitation.
(2010).
Tolerance intervals for the distribution of the difference between two independent normal random variables.
Communications in Statistics—Theory and Methods.
(2009).
Optimization of anaerobic digestion model no. 1 (ADM1): simulation of dairy manure digestion.
2009 Reno, Nevada, June 21-June 24, 2009.
(2008).
Tolerance factors in multiple and multivariate linear regressions.
Communications in Statistics—Simulation and Computation®.
(2006).
Improved tolerance factors for multivariate normal distributions.
Communications in Statistics-simulation and Computation.