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
• A reactive hybrid product-driven system for rescheduling in a manufacturing planning.  BRAZILIAN JOURNAL OF OPERATIONS & PRODUCTION MANAGEMENT.  22(2). 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
• Reinforcement Learning for Flexibility and Efficient Production.  IFAC-PAPERSONLINE.  59(10):2338-2343. 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 product-driven system with an evolutionary algorithm to increase flexibility in planning a job shop.  PLOS ONE.  18(2). 2023
• Reducing Nervousness in Master Production Planning: A Systematic Approach Incorporating Product-Driven Strategies.  ALGORITHMS.  16(8). 2023
• A product-driven system approach to generate fast solutions to the job shop scheduling problem.  IFAC-PAPERSONLINE.  55(10):1930-1937. 2022
• Proposal of a Markov chains based method for predicting paroxysmal atrial fibrillations.  INGENIARE (CHILE).  23(3):449-457. 2015