artículo académico

• Gower-SOM: a self-organizing map for mixed data with gower distance and heuristic adaptation for data analytics.  INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS.  22(1). 2026
• Analysis of attribute importance in multinomial logit models using Shapley values-based methods.  JOURNAL OF CHOICE MODELLING.  54. 2025
• Analyzing the Determinants of Teleworking during the COVID-19 Pandemic in Chile.  TRANSPORTATION RESEARCH RECORD.  2679(3):1076-1090. 2025
• Application of Non-Supervised Learning Tools and Visualization Techniques to Understand the Intrinsic Freshmen Enrollment Segmentation: An application to freshmen engineering students.  RESEARCH IN STATISTICS.  3(1). 2025
• Deep SHAP explanations for predicted choice probabilities from learning multinomial logit model in modal choice application.  QUALITY AND QUANTITY.  1-13. 2025
• Rescheduling Under Disruption: A Product-Driven Framework with Heuristic and Reinforcement Learning Strategies.  MANAGEMENT AND PRODUCTION ENGINEERING REVIEW.  16(3):1-15. 2025
• An interpretable predictive model for bank customers’ income using the eXtreme Gradient Boosting algorithm and the SHAP method: a case study of an Anonymous Chilean Bank.  RESEARCH IN STATISTICS.  2(1). 2024
• A Physician's Perspective on the Incorporation of Pictograms as a Supplement to Medical Instructions in Chile: A Pilot Study.  IRBM.  44(1). 2023
• A systematic comparative evaluation of machine learning classifiers and discrete choice models for travel mode choice in the presence of response heterogeneity.  EXPERT SYSTEMS WITH APPLICATIONS.  193. 2022
• Time Series Models for Forecasting the Number of Cases of SARS-COV-2 Dominant Variants During the Epidemic Waves in Chile.  REVISTA POLITECNICA.  50(3):17-26. 2022
• Assessment of a Chilean spanish version of the patient assessment of chronic illness care questionnaire.  REVISTA MEDICA DE CHILE.  145(7):869-878. 2017