Mario Andrés Muñoz

35 papers A 3B 1Journal 26Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
Instance space of clustering validation measures.
Data Min. Knowl. Discov.
Connor Simpson, Mario Andrés Muñoz, Ricardo J. G. B. Campello
2025 J jnl
An Item Response Theory-based R module for Algorithm Portfolio Analysis.
SoftwareX
Brodie Oldfield, Sevvandi Kandanaarachchi, Ziqi Xu, Mario Andrés Muñoz
2025 J jnl
Benchmarking footprints of continuous black-box optimization algorithms: Explainable insights into algorithm success and failure.
Swarm Evol. Comput.
Ana Nikolikj, Mario Andrés Muñoz, Tome Eftimov
2025 J jnl
ISA
Mach. Learn.
Connor Simpson, Mario Andrés Muñoz, Sevvandi Kandanaarachchi, Ricardo J. G. B. Campello
2025 A conf
Instance Space Analysis of the Capacitated Vehicle Routing Problem with Mixture Discriminant Analysis.
GECCO
Danielle Notice, Hamed Soleimani, Nicos G. Pavlidis, Ahmed Kheiri, Mario Andrés Muñoz
2025 B conf
Tracing the Interactions of Modular CMA-ES Configurations Across Problem Landscapes.
CEC
Ana Nikolikj, Mario Andrés Muñoz, Eva Tuba, Tome Eftimov
2025 J jnl
Tracing the Interactions of Modular CMA-ES Configurations Across Problem Landscapes.
CoRR
Ana Nikolikj, Mario Andrés Muñoz, Eva Tuba, Tome Eftimov
2025 A conf
Why We Should be Benchmarking Evolutionary Algorithms on Neural Network Training Tasks.
GECCO
Katherine Mary Malan, Mario Andrés Muñoz
2025 J jnl
instancespace: A Python package for insightful algorithm testing through Instance Space Analysis.
SoftwareX
Yusuf Berdan Güzel, Kushagra Khare, Nathan Harvey, Kian Dsouza, Dong Hyeog Jang, Junheng Chen, Cheng Ze Lam, Mario Andrés Muñoz
2025 J jnl
instancespace: a Python Package for Insightful Algorithm Testing through Instance Space Analysis.
CoRR
Yusuf Berdan Güzel, Kushagra Khare, Nathan Harvey, Kian Dsouza, Dong Hyeog Jang, Junheng Chen, Cheng Ze Lam, Mario Andrés Muñoz
2024 J jnl
An Item Response Theory-based R Module for Algorithm Portfolio Analysis.
CoRR
Brodie Oldfield, Sevvandi Kandanaarachchi, Ziqi Xu, Mario Andrés Muñoz
2024 J jnl
Characterising harmful data sources when constructing multi-fidelity surrogate models.
Artif. Intell.
Nicolau Andrés-Thió, Mario Andrés Muñoz, Kate Smith-Miles
2024 J jnl
Characterising harmful data sources when constructing multi-fidelity surrogate models.
CoRR
Nicolau Andrés-Thió, Mario Andrés Muñoz, Kate Smith-Miles
2024 — conf
Instance Space Analysis and Item Response Theory for Algorithm Testing.
GECCO Companion
Kate Smith-Miles, Mario Andrés Muñoz, Sevvandi Kandanaarachchi
2024 J jnl
On the impact of initialisation strategies on Maximum Flow algorithm performance.
Comput. Oper. Res.
Hossein Alipour, Mario Andrés Muñoz, Kate Smith-Miles
2024 — conf
Online Per-Instance Algorithm Selection for Constrained Multi-Objective Optimization Problems.
GECCO Companion
Hanan Alsouly, Michael Kirley, Mario Andrés Muñoz
2024 J jnl
Optimal selection of benchmarking datasets for unbiased machine learning algorithm evaluation.
Data Min. Knowl. Discov.
João Luiz Junho Pereira, Kate Smith-Miles, Mario Andrés Muñoz, Ana Carolina Lorena
2023 A conf
Algorithm Instance Footprint: Separating Easily Solvable and Challenging Problem Instances.
GECCO
Ana Nikolikj, Saso Dzeroski, Mario Andrés Muñoz, Carola Doerr, Peter Korosec, Tome Eftimov
2023 J jnl
Algorithm Instance Footprint: Separating Easily Solvable and Challenging Problem Instances.
CoRR
Ana Nikolikj, Saso Dzeroski, Mario Andrés Muñoz, Carola Doerr, Peter Korosec, Tome Eftimov
2023 J jnl
An Instance Space Analysis of Constrained Multiobjective Optimization Problems.
IEEE Trans. Evol. Comput.
Hanan Alsouly, Michael Kirley, Mario Andrés Muñoz
2023 — conf
Dynamic Landscape Analysis for Constrained Multiobjective Optimization Problems.
AI (1)
Hanan Alsouly, Michael Kirley, Mario Andrés Muñoz
2023 J jnl
Enhanced instance space analysis for the maximum flow problem.
Eur. J. Oper. Res.
Hossein Alipour, Mario Andrés Muñoz, Kate Smith-Miles
2023 J jnl
Instance Space Analysis for Algorithm Testing: Methodology and Software Tools.
ACM Comput. Surv.
Kate Smith-Miles, Mario Andrés Muñoz
2023 J jnl
Instance Space Analysis of Search-Based Software Testing.
CoRR
Neelofar, Kate Smith-Miles, Mario Andrés Muñoz, Aldeida Aleti
2023 J jnl
Instance Space Analysis of Search-Based Software Testing.
IEEE Trans. Software Eng.
Neelofar, Kate Smith-Miles, Mario Andrés Muñoz, Aldeida Aleti
2022 J jnl
An Instance Space Analysis of Constrained Multi-Objective Optimization Problems.
CoRR
Hanan Alsouly, Michael Kirley, Mario Andrés Muñoz
2022 J jnl
Analyzing randomness effects on the reliability of exploratory landscape analysis.
Nat. Comput.
Mario Andrés Muñoz, Michael Kirley, Kate Smith-Miles
2022 — conf
Benchmarking algorithm portfolio construction methods.
GECCO Companion
Mario Andrés Muñoz, Hamed Soleimani, Sevvandi Kandanaarachchi
2022 J jnl
Bifidelity Surrogate Modelling: Showcasing the Need for New Test Instances.
INFORMS J. Comput.
Nicolau Andrés-Thió, Mario Andrés Muñoz, Kate Smith-Miles
2022 — conf
Examining algorithm behavior using recurrence quantification and landscape analyses.
GECCO Companion
Mario Andrés Muñoz
2022 J jnl
Informing Multiobjective Optimization Benchmark Construction Through Instance Space Analysis.
IEEE Trans. Evol. Comput.
Estefania Yap, Mario Andrés Muñoz, Kate Smith-Miles
2021 J jnl
An Instance Space Analysis of Regression Problems.
ACM Trans. Knowl. Discov. Data
Mario Andrés Muñoz, Tao Yan, Matheus R. Leal, Kate Smith-Miles, Ana Carolina Lorena, Gisele L. Pappa, Rômulo Madureira Rodrigues
2021 J jnl
On the diversity and robustness of parameterised multi-objective test suites.
Appl. Soft Comput.
Estefania Yap, Mario Andrés Muñoz, Kate Smith-Miles
2021 J jnl
Revisiting
Comput. Oper. Res.
Kate Smith-Miles, Jeffrey Christiansen, Mario Andrés Muñoz
2021 J jnl
Sampling Effects on Algorithm Selection for Continuous Black-Box Optimization.
Algorithms
Mario Andrés Muñoz, Michael Kirley