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machine learning, neural networks, metaheuristics, optimization, ensembles
Belgium

Activities

Employment (3)

Université Libre de Bruxelles: Brussels, Brussels, BE

2023-09-20 to present | Postdoctoral researcher (Machine Learning Group)
Employment
Source: Self-asserted source
Alejandro Morales-Hernández

Universiteit Hasselt: Hasselt, Limburg, BE

2019-12-01 to 2023-09-14 | PhD Student (Quantitative methods)
Employment
Source: Self-asserted source
Alejandro Morales-Hernández

Universidad Central Marta Abreu de las Villas: Villa Clara, Villa Clara, CU

2017-10-01 to 2019-11-30 | Professor (Artificial Intelligence)
Employment
Source: Self-asserted source
Alejandro Morales-Hernández

Education and qualifications (3)

Hasselt University: Hasselt, Limburg, BE

2019-12-02 to 2023-09-11 | Doctor of Business Economics (UHasselt) and Doctor of Computer Science Engineering (UGent) (Computational mathematics)
Education
Source: Self-asserted source
Alejandro Morales-Hernández

Universidad Central Marta Abreu de las Villas: Villa Clara, Villa Clara, CU

2017-10-01 to 2019-07-08 | Master Degree Computer Science (Computación)
Education
Source: Self-asserted source
Alejandro Morales-Hernández

Universidad Central Marta Abreu de las Villas: Villa Clara, Villa Clara, CU

2009-09-01 to 2014-07-11 | Bachelor on Computer Science (Computer Science)
Education
Source: Self-asserted source
Alejandro Morales-Hernández

Professional activities (1)

Flanders Make (Belgium): Lommel, Limburg, BE

2022 to present (Core Lab VCCM)
Membership
Source: Self-asserted source
Alejandro Morales-Hernández

Works (18)

Constrained Bayesian Optimization: A Review

IEEE access
2025 | Journal article
Part of ISSN: 2169-3536
Contributors: Sasan Amini; Inneke Van Nieuwenhuyse; Alejandro Morales-Hernández
Source: check_circle
Hasselt University

Calibration of vehicular traffic simulation models by local optimization

Transportation
2025-02-17 | Journal article
Contributors: Davide Andrea Guastella; Alejandro Morales-Hernández; Bruno Cornelis; Gianluca Bontempi
Source: check_circle
Crossref

Bayesian multi-objective optimization of process design parameters in constrained settings with noise: an engineering design application

Engineering with Computers
2024-08 | Journal article
Contributors: Alejandro Morales-Hernández; Sebastian Rojas Gonzalez; Inneke Van Nieuwenhuyse; Ivo Couckuyt; Jeroen Jordens; Maarten Witters; Bart Van Doninck
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Common pitfalls in practical multi-objective optimization

2023 | Conference paper
Contributors: Alejandro Morales-Hernández; Sebastian Rojas Gonzalez; Inneke Van Nieuwenhuyse
Source: check_circle
Hasselt University

Essays on Machine Learning: Advances in Forecasting and Optimization

2023 | Dissertation or Thesis
Contributors: Alejandro Morales-Hernández
Source: check_circle
Hasselt University

Multi-objective optimization of adhesive bonding process in constrained and noisy settings

Optimization and Learning - 6th International Conference, OLA 2023, Malaga, Spain, May 3–5, 2023, Proceedings
2023 | Conference paper
Part of ISSN: 1865-0929
Contributors: Alejandro Morales-Hernández; Inneke Van Nieuwenhuyse; Sebastian Rojas Gonzalez; JORDENS, Jeroen; Witters, Maarten; Van Doninck, Bart
Source: check_circle
Hasselt University

Multi-objective Optimization of Adhesive Bonding Process in Constrained and Noisy Settings

2023 | Book chapter
Contributors: Alejandro Morales-Hernández; Inneke Van Nieuwenhuyse; Sebastian Rojas Gonzalez; Jeroen Jordens; Maarten Witters; Bart Van Doninck
Source: check_circle
Crossref

A survey on multi-objective hyperparameter optimization algorithms for machine learning

Artificial Intelligence Review
2023-08 | Journal article
Contributors: Alejandro Morales-Hernández; Inneke Van Nieuwenhuyse; Sebastian Rojas Gonzalez
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Encore abstract "Online learning of windmill time series using Long Short-term Cognitive Networks"

BNAIC/BeNeLearn 2022 Proceedings
2022 | Conference paper
Contributors: Alejandro Morales-Hernández; Jastrzebska, Agnieszka; Gonzalo Nápoles; Salgueiro Sicilia, Yamisleydi; Koen Vanhoof
Source: check_circle
Hasselt University

Multi-objective Hyperparameter Optimization with Performance Uncertainty

2022 | Book chapter
Contributors: Alejandro Morales-Hernández; Inneke Van Nieuwenhuyse; Gonzalo Nápoles
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Optimization of plasma-assisted surface treatment for adhesive bonding via Artificial Intelligence

Proceedings in Engineering Mechanics - Research, Technology and Education
2022 | Conference paper
Part of ISSN: 2731-0221
Contributors: JORDENS, Jeroen; Doninck, Bart; Couckuyt, Ivo; SATRIO LOKA, Nasrulloh; Alejandro Morales-Hernández; Inneke Van Nieuwenhuyse; WITTERS, Maarten
Source: check_circle
Hasselt University

Tree-structured Parzen estimators with uncertainty for hyperparameter optimization of machine learning algorithms

2022 | Conference paper
Part of ISSN: 2192-6670
Contributors: Alejandro Morales-Hernández; Inneke Van Nieuwenhuyse; Sebastian Rojas Gonzalez
Source: check_circle
Hasselt University

Online learning of windmill time series using Long Short-term Cognitive Networks

Expert Systems with Applications
2022-11 | Journal article
Contributors: Alejandro Morales-Hernández; Gonzalo Nápoles; Agnieszka Jastrzebska; Yamisleydi Salgueiro; Koen Vanhoof
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Measuring wind turbine health using fuzzy-concept-based drifting models

Renewable Energy
2022-05 | Journal article
Contributors: Agnieszka Jastrzebska; Alejandro Morales Hernández; Gonzalo Nápoles; Yamisleydi Salgueiro; Koen Vanhoof
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

A survey on multi-objective hyperparameter optimization algorithms for Machine Learning

2021 | Preprint
Contributors: Alejandro Morales-Hernández; Inneke Van Nieuwenhuyse; Sebastian Rojas Gonzalez
Source: check_circle
Hasselt University

Constrained multi-objective optimization of process design parameters in settings with scarce data: an application to adhesive bonding

2021 | Preprint
Contributors: Alejandro Morales-Hernández; Sebastian Rojas Gonzalez; Inneke Van Nieuwenhuyse; JORDENS, Jeroen; Witters, Maarten; Van Doninck, Bart
Source: check_circle
Hasselt University

Measuring Wind Turbine Health Using Drifting Concepts

2021 | Preprint
Contributors: Jastrzebska, Agnieszka; Alejandro Morales-Hernández; Gonzalo Nápoles; Salgueiro, Yamisleydi; Koen Vanhoof
Source: check_circle
Hasselt University

Multi-objective simulation optimization of the adhesive bonding process of materials

2021 | Conference paper
Contributors: Alejandro Morales-Hernández; Inneke Van Nieuwenhuyse; Sebastian Rojas Gonzalez; JORDENS, Jeroen; Witters, Maarten; Van Doninck, Bart
Source: check_circle
Hasselt University

Peer review (8 reviews for 5 publications/grants)

Review activity for Applied artificial intelligence : (1)
Review activity for Heliyon. (1)
Review activity for IEEE access : (1)
Review activity for International journal of sustainable energy. (1)
Review activity for Swarm and evolutionary computation. (4)