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2025

Jan Popič; Borko Bošković; Janez Brest

Improving mutation strategies in differential evolution with a new pbest selection mechanism Journal Article

In: Applied Soft Computing, pp. 113978, 2025, ISSN: 1568-4946.

Links | BibTeX | Tags: DE

Janez Brest; Mirjam Sepesy Maučec

Comparative Study of Modern Differential Evolution Algorithms: Perspectives on Mechanisms and Performance Journal Article

In: Mathematics, vol. 13, no. 10, pp. 1556, 2025.

Links | BibTeX | Tags: DE

Janez Brest; Mirjam Sepesy Maučec

[Preprint v2] Comparative Study of Modern Differential Evolution Algorithms: Perspectives on Mechanisms and Performance Online

2025, visited: 06.05.2025.

Links | BibTeX | Tags: DE

Teo Prica; Aleš Zamuda

High-Performance Deployment Operational Data Analytics of Pre-Trained Multi-Label Classification Architectures with Differential-Evolution-Based Hyperparameter Optimization (AutoDEHypO) Journal Article

In: Mathematics, vol. 13, no. 10, 2025, (All Open Access, Gold Open Access, Green Open Access).

Links | BibTeX | Tags: DE

2023

Jana Herzog; Janez Brest; Borko Bošković

Analysis based on statistical distributions: A practical approach for stochastic solvers using discrete and continuous problems Journal Article

In: Information Sciences, vol. 633, pp. 469–490, 2023.

Links | BibTeX | Tags: DE, LABS_MF, LABS_PSL, Parallel and distributed computing

Nataša Ošep Ferš; Aleš Zamuda

Improvement in Continuous Black-box Setting Search Performance by Tuning L-SHADE Differential Evolution Historical Memory Size Parameter Proceedings Article

In: pp. 187 – 190, 2023.

Links | BibTeX | Tags: DE

2021

Janez Brest; Mirjam Sepesy Maučec; Borko Bošković

Self-adaptive differential evolution algorithm with population size reduction for single objective bound-constrained optimization: Algorithm j21 Proceedings Article

In: 2021 IEEE congress on evolutionary computation (CEC), pp. 817–824, IEEE 2021, ISBN: 978-1-7281-8393-0.

Links | BibTeX | Tags: DE

2020

Janez Brest; Mirjam Sepesy Maučec; Borko Bošković

Differential evolution algorithm for single objective bound-constrained optimization: Algorithm j2020 Proceedings Article

In: 2020 IEEE congress on evolutionary computation (CEC), pp. 1-8, IEEE 2020.

Links | BibTeX | Tags: DE

Borko Bošković; Janez Brest

Two-phase protein folding optimization on a three-dimensional AB off-lattice model Journal Article

In: Swarm and Evolutionary Computation, vol. 57, pp. 100708, 2020.

Links | BibTeX | Tags: DE, Parallel and distributed computing, Protein folding optimization

Amina Alić; Klemen Berkovič; Borko Bošković; Janez Brest

Population size in differential evolution Proceedings Article

In: Swarm, Evolutionary, and Memetic Computing and Fuzzy and Neural Computing: 7th International Conference, SEMCCO 2019, and 5th International Conference, FANCCO 2019, Maribor, Slovenia, July 10–12, 2019, Revised Selected Papers 7, pp. 21–30, Springer 2020, ISBN: 978-3-030-37838-7.

Links | BibTeX | Tags: DE

Dušan Fister; Iztok Fister; Timotej Jagrič; Iztok Fister Jr; Janez Brest

Wrapper-based feature selection using self-adaptive differential evolution Proceedings Article

In: International Conference on Swarm, Evolutionary, and Memetic Computing, pp. 135–154, Springer 2020.

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2019

Jani Dugonik; Borko Bošković; Janez Brest; Mirjam Sepesy Maučec

Improving statistical machine translation quality using differential evolution Journal Article

In: Informatica, vol. 30, no. 4, pp. 629–645, 2019.

Links | BibTeX | Tags: DE, Natural language processing

Mirjam Sepesy Maučec; Janez Brest

A review of the recent use of Differential Evolution for Large-Scale Global Optimization: An analysis of selected algorithms on the CEC 2013 LSGO benchmark suite Journal Article

In: Swarm and Evolutionary Computation, vol. 50, pp. 100428, 2019.

Links | BibTeX | Tags: DE

Adam Viktorin; Roman Senkerik; Michal Pluhacek; Tomas Kadavy; Ales Zamuda

Distance based parameter adaptation for Success-History based Differential Evolution Journal Article

In: Swarm and Evolutionary Computation, vol. 50, 2019.

Links | BibTeX | Tags: DE, high_cite

Janez Brest; Mirjam Sepesy Maučec; Borko Bošković

The 100-digit challenge: Algorithm jDE100 Proceedings Article

In: 2019 IEEE congress on evolutionary computation (CEC), pp. 19–26, IEEE 2019.

Links | BibTeX | Tags: DE, high_cite

Aleš Zamuda; José Daniel Hernández Sosa

Success history applied to expert system for underwater glider path planning using differential evolution Journal Article

In: Expert Systems with Applications, vol. 119, pp. 155 – 170, 2019.

Links | BibTeX | Tags: DE

Janez Brest; Jan Popič; Mirjam Sepesy Maučec; Borko Boškovic

Analiza algoritma jDE100 za enokriterijsko globalno optimizacijo z realnimi vrednostmi Proceedings Article

In: Proceedings of the Twenty-eight International Electrotechnical and Computer Science Conference ERK 2019, pp. 215-218, Slovenian Section IEEE, 2019, ISSN: 2591-0442.

Links | BibTeX | Tags: DE

Aleš Zamuda

Differential Evolution and Large-Scale Optimization Applications Journal Article

In: IGI Global, InfoSci-Videos, 2019.

Links | BibTeX | Tags: DE

2018

Aleš Zamuda; Janez Brest

On Tenfold Execution Time in Real World Optimization Problems with Differential Evolution in Perspective of Algorithm Design Proceedings Article

In: 2018 25th International Conference on Systems, Signals and Image Processing (IWSSIP), pp. 1-5, 2018.

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Borko Bošković; Janez Brest

Protein folding optimization using differential evolution extended with local search and component reinitialization Journal Article

In: Information Sciences, vol. 454, pp. 178–199, 2018.

Links | BibTeX | Tags: DE, Parallel and distributed computing, Protein folding optimization

Aleš Zamuda

Differential Evolution and Systems, Signals, and Image Processing – Tutorial Proceedings Article

In: 2018 25th International Conference on Systems, Signals and Image Processing (IWSSIP), pp. 1-28, 2018.

Links | BibTeX | Tags: DE

Aleš Zamuda

Differential Evolution for Evolutionary Computation Challenges: examples from tree growth, energy scheduling, and deep ocean underwater robotics – Tutorial Proceedings Article

In: 24th International Conference on Soft Computing, pp. 1-1, 2018.

Links | BibTeX | Tags: DE

2017

Uroš Mlakar; Iztok Fister; Janez Brest; Božidar Potočnik

Multi-objective differential evolution for feature selection in facial expression recognition systems Journal Article

In: Expert Systems with Applications, vol. 89, pp. 129–137, 2017.

Links | BibTeX | Tags: DE, high_cite

Janez Brest; Mirjam Sepesy Maučec; Borko Bošković

Single objective real-parameter optimization: Algorithm jSO Proceedings Article

In: 2017 IEEE congress on evolutionary computation (CEC), pp. 1311–1318, IEEE 2017.

Links | BibTeX | Tags: DE, high_cite

Aleš Zamuda

Adaptive Constraint Handling and Success History Differential Evolution for CEC 2017 Constrained Real-Parameter Optimization Proceedings Article

In: Proceedings of the 2017 IEEE Congress on Evolutionary Computation, pp. 2443–2450, 2017.

Links | BibTeX | Tags: DE

Adam Viktorin; Roman Senkerik; Michal Pluhacek; Aleš Zamuda

Success Clusters in Differential Evolution Proceedings Article

In: IEEE SSCI2016 Symposium Series on Computational Intelligence, December 6-9, 2016, Athens, Greece, 2017.

Links | BibTeX | Tags: DE

Adam Viktorin; Roman Senkerik; Michal Pluhacek; Tomas Kadavy; Aleš Zamuda

Distance based parameter adaptation for differential evolution Proceedings Article

In: 2017 IEEE Symposium Series on Computational Intelligence (SSCI), 2017, ISBN: 978-1-5386-2726-6.

Links | BibTeX | Tags: DE

2016

Uroš Mlakar; Božidar Potočnik; Janez Brest

A hybrid differential evolution for optimal multilevel image thresholding Journal Article

In: Expert Systems with Applications, vol. 65, pp. 221–232, 2016.

Links | BibTeX | Tags: DE, high_cite

Aleš Zamuda; Uroš Mlakar

Tiled EvoLisa Image Evolution With Blending Triangle Brushstrokes and Gene Compression DE Proceedings Article

In: IEEE Congress on Evolutionary Computation (CEC) 2016, pp. 2618-2625, 2016.

Links | BibTeX | Tags: DE

Borko Bošković; Janez Brest

Differential evolution for protein folding optimization based on a three-dimensional AB off-lattice model Journal Article

In: Journal of molecular modeling, vol. 22, pp. 1–15, 2016.

Links | BibTeX | Tags: DE, Protein folding optimization

Aleš Zamuda; José Daniel Hernández Sosa; Leonhard Adler

Constrained Differential Evolution Optimization for Underwater Glider Path Planning in Sub-mesoscale Eddy Sampling Journal Article

In: Applied Soft Computing, vol. 42, pp. 93-118, 2016.

Links | BibTeX | Tags: DE

2015

Aleš Zamuda; Janez Brest

Self-adaptive control parameters' randomization frequency and propagations in differential evolution Journal Article

In: Swarm and Evolutionary Computation, vol. 25, pp. 72-99, 2015.

Links | BibTeX | Tags: DE, high_cite

Aleš Zamuda; Uroš Mlakar

Differential Evolution Control Parameters Study for Self-Adaptive Triangular Brushstrokes Journal Article

In: Informatica – An International Journal of Computing and Informatics, vol. 39, iss. 2, pp. 105-113, 2015.

Links | BibTeX | Tags: DE

Arnel Glotić; Aleš Zamuda

Short-term combined economic and emission hydrothermal optimization by surrogate differential evolution Journal Article

In: Applied Energy, vol. 141, pp. 42-56, 2015.

Links | BibTeX | Tags: DE

2014

Jani Dugonik; Borko Bošković; Mirjam Sepesy Maučec; Janez Brest

The usage of differential evolution in a statistical machine translation Journal Article

In: Proceedings, December, 2014, (IEEE SSCI 2014-2014 IEEE Symposium Series on Computational Intelligence-SDE 2014: 2014 IEEE Symposium on Differential Evolution).

Links | BibTeX | Tags: DE, Natural language processing

Aleš Zamuda; Janez Brest

Vectorized Procedural Models for Animated Trees Reconstruction using Differential Evolution Journal Article

In: Information Sciences, vol. 278, pp. 1-21, 2014.

Links | BibTeX | Tags: DE

Aleš Zamuda; José Daniel Hernández Sosa

Differential Evolution and Underwater Glider Path Planning Applied to the Short-Term Opportunistic Sampling of Dynamic Mesoscale Ocean Structures Journal Article

In: Applied Soft Computing, vol. 24, pp. 95–108, 2014.

Links | BibTeX | Tags: DE

2013

Aleš Zamuda; Janez Brest; Efrén Mezura-Montes

Structured Population Size Reduction Differential Evolution with Multiple Mutation Strategies on CEC 2013 real parameter optimization Proceedings Article

In: 2013 IEEE congress on evolutionary computation, pp. 1925 – 1931, IEEE 2013.

Links | BibTeX | Tags: DE

2012

Aleš Zamuda; Janez Brest

Tree Model Reconstruction Innovization Using Multi-objective Differential Evolution Proceedings Article

In: 2012 IEEE World Congress on Computational Intelligence (IEEE WCCI 2012), Brisbane, Australia, pp. 575-582, 2012.

Links | BibTeX | Tags: DE

2011

Aleš Zamuda; Janez Brest; Borko Bošković; Viljem Žumer

Differential Evolution for Parameterized Procedural Woody Plant Models Reconstruction Journal Article

In: Applied Soft Computing, vol. 11, iss. 8, pp. 4904-4912, 2011.

Links | BibTeX | Tags: DE

Borko Bošković; Janez Brest

Tuning chess evaluation function parameters using differential evolution algorithm Journal Article

In: Informatica, vol. 35, no. 2, 2011.

Links | BibTeX | Tags: Computer chess, DE

2010

Janez Brest; Aleš Zamuda; Iztok Fister; Mirjam Sepesy Maučec

Large scale global optimization using self-adaptive differential evolution algorithm Proceedings Article

In: IEEE congress on evolutionary computation, pp. 1-8, IEEE 2010.

Links | BibTeX | Tags: DE

Borko Bošković; Janez Brest; Aleš Zamuda; Sašo Greiner; Viljem Žumer

History mechanism supported differential evolution for chess evaluation function tuning Journal Article

In: Soft Computing, vol. 15, pp. 667–683, 2010.

Links | BibTeX | Tags: Computer chess, DE

Borko Bošković

Uglaševanje šahovske ocenitvene funkcije s pomočjo algoritma diferencialne evolucije PhD Thesis

2010.

Links | BibTeX | Tags: Computer chess, DE

2009

Aleš Zamuda; Janez Brest; Borko Bošković; Viljem Žumer

Differential Evolution with Self-adaptation and Local Search for Constrained Multiobjective Optimization Proceedings Article

In: IEEE Congress on Evolutionary Computation (CEC) 2009, pp. 195-202, 2009.

Links | BibTeX | Tags: DE

Janez Brest; Ales Zamuda; Borko Bošković; Mirjam Sepesy Maučec; Viljem Žumer

Dynamic optimization using self-adaptive differential evolution Proceedings Article

In: 2009 IEEE congress on evolutionary computation, pp. 415–422, IEEE 2009.

Links | BibTeX | Tags: DE, high_cite

2008

Borko Bošković; Janez Brest; Aleš Zamuda; Viljem Zumer

Ratingiranje pri uglaševanju šahovskega programa z algoritmom diferencialne evolucije Proceedings Article

In: Zajc, Baldomir; Trost, Andrej (Ed.): Zbornik sedemnajste mednarodne Elektrotehniške in računalniške konference ERK, pp. 123–126, 2008.

Links | BibTeX | Tags: Computer chess, DE

Borko Bošković; Sašo Greiner; Janez Brest; Aleš Zamuda; Viljem Žumer

An adaptive differential evolution algorithm with opposition-based mechanisms, applied to the tuning of a chess program Journal Article

In: Advances in Differential Evolution, pp. 287–298, 2008.

Links | BibTeX | Tags: Computer chess, DE

Aleš Zamuda; Janez Brest; Borko Bošković; Viljem Žumer

Large Scale Global Optimization Using Differential Evolution with Self-adaptation and Cooperative Co-evolution Proceedings Article

In: 2008 IEEE World Congress on Computational Intelligence, pp. 3719-3726, 2008.

Links | BibTeX | Tags: DE, high_cite

Janez Brest; Aleš Zamuda; Borko Bošković; Mirjam Sepesy Maučec; Viljem Žumer

High-dimensional real-parameter optimization using self-adaptive differential evolution algorithm with population size reduction Proceedings Article

In: 2008 IEEE Congress on Evolutionary Computation (IEEE World Congress on Computational Intelligence), pp. 2032–2039, IEEE 2008.

Links | BibTeX | Tags: DE, high_cite

59 entries « 1 of 2 »