Sebastián Maldonado

  • Profesor Titular
    Formación Académica
  • Doctor en Sistemas de Ingeniería, Universidad de Chile
    Magíster en Gestión de Operaciones, Universidad de Chile
    Ingeniero Civil Industrial, Universidad de Chile

    Biografía
  • Sebastián Maldonado es profesor Titular del Departamento de Control de Gestión y Sistemas de Información (DCS) de la Universidad de Chile. Se destaca por ser autor de más de 60 publicaciones indexadas en el área de Analytics, además de contar con importantes proyectos de investigación, como por ejemplo dos proyectos Fondecyt Regular.

    Fue presidente de la Sociedad Chilena de Investigación de Operaciones (ICHIO) y, desde el año 2018, conforma el Grupo de Evaluación Ingeniería 2 de la Agencia Nacional de Investigación, ex CONICYT (ANID). ANID es la encargada de entregar los fondos de investigación más importantes del país. Además, es
    vicepresidente del capítulo chileno de la IEEE Computational Intelligence Society.

    Cuenta con más de diez años de experiencia en proyectos de consultoría en Data Science, principalmente en los sectores de Banca y Telecomunicaciones.

     

    En pregrado, dicta el curso de Business Intelligence, y en educación ejecutiva es parte del cuerpo académico del diplomado en Business Intelligence.

Publicaciones en Revistas con Comité Editorial
2021 / Redefining profit metrics for boosting student retention in higher education / DECISION SUPPORT SYSTEMS - Vol. 143
2021 (Forthcoming) / Telecom traffic pumping analytics via explainable data science / DECISION SUPPORT SYSTEMS -
2021 / Profit-driven churn prediction for the mutual fund industry: A multisegment approach / OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE - Vol. 100
2020 / IOWA-SVM: A density-based weighting strategy for SVM classification via OWA operators / IEEE TRANSACTIONS ON FUZZY SYSTEMS - Vol. 28, No. 9
2020 / Uplift Modeling for preventing student dropout in higher education / DECISION SUPPORT SYSTEMS - Vol. 134
2020 / Mining sequences in activities for time use analysis / Intelligent Data Analysis - Vol. 24, No. 2
2020 / Profit-based Churn Prediction based on Minimax Probability Machines / EUROPEAN JOURNAL OF OPERATIONAL RESEARCH - Vol. 284, No. 1
2020 / Credit Scoring using Three-Way Decisions with Probabilistic Rough Sets / INFORMATION SCIENCES - Vol. 507
2019 / Facilitating conditions for successful adoption of inter-organizational information systems in seaports / Transportation Research Part A: Policy and Practice - Vol. 130
2019 / Epsilon-nonparallel support vector regression / Applied Intelligence - Vol. 49, No. 12
2019 / Automatic Time Series Analysis for Electric Load Forecasting via Support Vector Regression / APPLIED SOFT COMPUTING - Vol. 83, No. 105.616
2019 / Regularized Minimax Probability Machine / KNOWLEDGE-BASED SYSTEMS - Vol. 177
2019 / An alternative SMOTE oversampling strategy for high-dimensional datasets / APPLIED SOFT COMPUTING - Vol. 76
2018 / Redefining support vector machines with the ordered weighted average / KNOWLEDGE-BASED SYSTEMS - Vol. 148
2018 / Robust twin support vector regression via second ordercone programming / KNOWLEDGE-BASED SYSTEMS - Vol. 152
2018 / Redefining nearest neighbor classification in high dimensionalsettings / Pattern Recongnition Letters - Vol. 110
2018 / Understanding time use via data mining: A clustering-based framework / Intelligent Data Analysis - Vol. 22, No. 3
2018 / Mining EEG with SVM for Understanding Cognitive Underpinnings of Math Problem Solving Strategies / Behavioural Neurology - Vol. 2.018, No. 4.638.903
2017 / Dynamic Rough-Fuzzy Support Vector Clustering / IEEE TRANSACTIONS ON FUZZY SYSTEMS - Vol. 25, No. 6
2017 / A robust formulation for twin multiclass support vector machine / Applied Intelligence - Vol. 47, No. 4
2017 / Cost-based feature selection for Support Vector Machines - An application in credit scoring / EUROPEAN JOURNAL OF OPERATIONAL RESEARCH - Vol. 261, No. 2
2017 / Simultaneous Preference Estimation and Heterogeneity Control for Choice-based Conjoint via Support Vector Machines / Journal of the Operational Research Society - Vol. 68, No. 11
2016 / A fleet management model for the Santiago Fire Department / Fire Safety Journal - Vol. 82
2016 / A second-order cone programming formulation for twin support vector machines / Applied Intelligence - Vol. 45, No. 2
2016 / Multi-class Second-Order Cone Programming Support Vector Machines / INFORMATION SCIENCES - Vol. 330
2016 / A Novel Multi-class SVM Model Using Second-Order Cone Constraints / Applied Intelligence - Vol. 44, No. 2
2016 / A Reconfiguration of Fire Station and Fleet Locations for the Santiago Fire Department / INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH - Vol. 54, No. 11
2015 / Churn Prediction via Support Vector Classification: An empirical comparison / Intelligent Data Analysis - Vol. 19
2015 / Fieller's Stability Measure: A Novel Model dependentBacktesting Approach / Journal of the Operational Research Society - Vol. 66, No. 11
2015 / Kernel Penalized K-means: A feature selection method based on Kernel K-means / INFORMATION SCIENCES - Vol. 322, No. 11.602
2015 / Identifying next relevant variables for segmentation by using feature selection approaches / EXPERT SYSTEMS WITH APPLICATIONS - Vol. 42, No. 15
2015 / Advanced Conjoint Analysis using Feature Selection via Support Vector Machines / EUROPEAN JOURNAL OF OPERATIONAL RESEARCH - Vol. 241, No. 2
2012 / Modelos de selección de atributos para Support Vector Machines / Revista Ingeniería de Sistemas - Vol. 26
2009 / A wrapper method for feature selection using Support Vector Machines / INFORMATION SCIENCES - Vol. 179, No. 13
2009 / Seguimiento en modelos de regresión logística / Revista Ingeniería Industrial - Vol. 8, No. 2
Capítulos de libros