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Contact


Email

munoz.m@unimelb.edu.au

Credentials


Position
Senior Research Fellow, Optima
School of Computing and Information Systems
Education
Doctorate
University of Melbourne
Graduate Certificate
University of Melbourne
Masters (Coursework & Research)
University of Valle
Bachelors Degree
University of Valle
ORCID

0000-0002-7254-2808

Dr Mario Andres Munoz

Senior Research Fellow, Optima
School of Computing and Information Systems

87 Scholarly works
2 Projects

HIGHLIGHTS

  • 2026

    Journal article

    Instance space of clustering validation measures
    DOI: 10.1007/s10618-026-01195-x
  • 2026

    Journal article

    Modelling Sustainability Performance in Manufacturing Companies
    DOI: 10.1002/csr.70479
  • 2026

    Book Chapter

    Generalisation of Automated Algorithm Selection in Black-Box Optimisation: The Role of Algorithm Portfolio and Learning Model
    DOI: 10.1007/978-3-032-23604-3_21
  • 2026

    Journal article

    Special issue on optimization in practice: selected papers from OPTIMA-CON 2024
    DOI: 10.1007/s11590-026-02299-5
  • 2026

    Journal article

    Beyond Distribution Shift: Investigating Generalisation in Automated Algorithm Selection for Single-Objective Black-Box Optimisation
    DOI: 10.1109/TEVC.2026.3697890
  • 2025

    Research grants (other domestic)

    A Scalable Machine Learning Platform for Pharmaceutical Manufacture
  • 2021

    Research Contracts

    Exploring Strategies for the Construction Of Algorithm Portfolios
Mario Andres Munoz

RECENT SCHOLARLY WORKS

  • 2025

    Journal article

    ISA3: a 3-dimensional expansion of instance space analysis
    DOI: 10.1007/s10994-025-06871-5
  • 2025

    Journal article

    instancespace: A Python package for insightful algorithm testing through Instance Space Analysis
    DOI: 10.1016/j.softx.2025.102246
  • 2025

    Journal article

    An Item Response Theory-based R module for Algorithm Portfolio Analysis
    DOI: 10.1016/j.softx.2025.102239
  • 2025

    Conference Proceedings

    Why We Should be Benchmarking Evolutionary Algorithms on Neural Network Training Tasks
    DOI: 10.1145/3712256.3726318
  • 2025

    Conference Proceedings

    Instance Space Analysis of the Capacitated Vehicle Routing Problem with Mixture Discriminant Analysis
    DOI: 10.1145/3712256.3726405

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