Peer-Reviewed Publications
Leveraging Machine Learning for Early Detection and Management of Diabetes and Parkinson’s Disease: Innovations in Predictive Analytics and Personalized Healthcare
Adu Bonsu, E. (2024)
General Principles & Innovations · DOI: 10.55248/gengpi.5.1124.3133
Preprints
Machine Learning and the Random Walk Puzzle: Forecasting the CAD/USD Exchange Rate with Expanding Window Evaluation and SHAP Interpretability
Agyekum, L., Agyemang, E.F., Ampomah, O., Acheampong, K., Boadi, E., Amakye, P.Y., Tchorly, F.S., Adu Bonsu, E., & Nyarko, E. (2026)
arXiv preprint arXiv:2606.15058
Benchmarks five ML models against random-walk and exponential-smoothing baselines for monthly CAD/USD forecasting, using expanding-window evaluation, Diebold–Mariano testing, and SHAP interpretability.
Manuscripts Under Review
The Resurgence of Measles Epidemics: Immunity Gaps and Vaccine Response among Under-5s in Lagos, Nigeria
Co-author · Submitted to BMC Public Health (April 2026)
Discovering Latent Consumer Preference Communities from Review Text using Transformer-Enhanced Topic–Network Models
Co-author · Submitted to Statistics and Computing (February 2026)
Bankruptcy Prediction via Hybrid Resampling and Stacking Ensemble Techniques with Explainable Artificial Intelligence (XAI)-Driven Analysis
Co-author · Submitted to International Journal of Data Science and Analytics (April 2026)
Manuscripts in Preparation
A Game-Theoretic Framework for Detecting Algorithmic Bias in Clinical Prediction Models: The Vulnerability Index Approach
Adu Bonsu, E.
Target: Statistics in Medicine
Introduces the V(S) vulnerability-indexed framework for detecting subgroup-level algorithmic bias in clinical AI. Validated on MIMIC-III (n = 46,476) and UNM Trauma Registry (n = 3,132) data.
Draft available upon request
Multilevel Determinants of Childhood Anemia in Sub-Saharan Africa: A Comprehensive Analysis of Demographic and Health Surveys
Adu Bonsu, E. et al.
Target: PLOS Medicine
Variational EM Algorithm for ERGM Mixture Models: Application to Disease Transmission Networks
Attandoh, H. P., Adu Bonsu, E. et al.
Target: Journal of the Royal Statistical Society, Series C
Missing Data Sensitivity Analysis in Clinical Trials: An MNAR Tipping-Point Approach
Adu Bonsu, E. et al.
Target: BMC Medical Research Methodology
Reanalysis of a clinical dataset applying MICE under MAR and tipping-point sensitivity analysis for MNAR departures.
Public Health Emergency Management Capacity Building in Africa: A Systematic Landscape Analysis
Valdez, Adu Bonsu, E., [co-authors], Africa CDC PHEM Team
Africa CDC collaboration · PRISMA 2020-aligned
Software
TSGap: A Python Library for Composable Time-Series Missingness Simulation
Oripov, F., Korchagina, K., Adu Bonsu, E., Bilgin, A., & Aras, S. (2026) · Under review
Open-source package separating missingness mechanisms (MCAR/MAR/MNAR) from patterns (pointwise, block, monotone, decay, Markov) for imputation-method benchmarking. github.com/feruzoripov/tsgap
Conference Presentations & Abstracts
Timing of First Alzheimer’s Neuroimaging: A Multicenter Analysis of Genetic, Cognitive, and Social Factors
Korley, J. & Adu Bonsu, E. (2026) · University of Arizona & University of South Carolina
Presented, Alzheimer’s Association International Conference (AAIC) 2026
Feasibility and Symptomatic Outcomes of Remote Yoga in Patients with Multiple Myeloma Receiving Active Therapy: A Randomized Pilot Trial
Pandya, S., et al., including Adu Bonsu, E. · Society for Integrative Oncology (SIO)
Accepted for oral presentation, presented by co-author · ClinicalTrials.gov ID: NCT06061302
A Game-Theoretic Framework for Detecting Algorithmic Bias in Clinical Prediction Models
Adu Bonsu, E. (2026) · Mel and Enid Zuckerman College of Public Health (MEZCOPH) Poster Forum, University of Arizona
Service & Professional Affiliations
Peer Reviewer · Journal of Statistics and Data Science Education (JSDSE), 2025–present
Member · American Statistical Association (ASA) · International Biometric Society (IBS) · Society for Epidemiologic Research (SER) · International Society for Clinical Biostatistics (ISCB)
Awards & Recognition
- Zuckerman Family Foundation Scholarship — Mel and Enid Zuckerman College of Public Health, University of Arizona (2026)
- Outstanding Excellence in Cultural Diversity Certificate — Office of Diversity and Inclusion, Western Michigan University (2024)
- MIMIC-III Clinical Database Research Certification — MIT (2024)
- Featured in the University of Arizona Global Health Institute’s 2025 Year in Review for contributions to the Africa CDC PHEM Expert Working Group
Last updated: June 2026