Janez Brest

| Naziv: | Redni profesor |
| Prostor: | F-203 |
| Govorilne ure: | Petek, 12-14 |
| Telefon: | +386 (2) 22 07 452 |
| E-pošta: | |
| Spletna stran: | /zaposleni/janez-brest/ |
| Google Scholar: | GoogleScholar Cites |
| Orcid ID: | 0000-0001-5864-3533 |
| Research ID: | /record/B-8013-2008 |
| Github: | /github.com/J-Brest |
| Uploads: | /uploads/janez/ |
Slike so ustvarjene s pomočjo umetne inteligence
Predmeti
Predmet (eŠtudij) | Učni načrt (moja.um.si) | Letnik | Program |
|---|---|---|---|
Programiranje I | 1. | R-IT (UN) | |
2. | R-IT (UN) | ||
Sistemska administracija | 2. | R-IT (UN) | |
Paralelno in porazdeljeno računanje | 3. | R-IT (UN) | |
Programiranje I | 1. | R-IT (VS) | |
Organizacija in arhitektura računalnikov | 1. | R-IT (VS) | |
Paralelno in porazdeljeno računanje | 3. | R-IT (VS) | |
Algoritmi po vzorih iz narave | 1. | R-IT (DR) |
Raziskovalno delo
Optimizacija
- Stohastični algoritmi
- Diferencialna evolucija
- Multimodalna optimizacija
- Paralelno in porazdeljeno računanje
- Procesiranje naravnega jezika
Problemi
- Problem binarnih zaporedij z nizkimi avtokorelacijami
- Optimizacija zvijanja proteinov
- Računalniški šah
- Problem trgovskega potnika (asimetrični)
Bibligrafija
Projekti
- Računalniški sistemi, metodologije in inteligentne storitve
- DAPHNE
- Integrated Data Analysis Pipelines for large-scale data management, High-performance computing, and machiNE learning
- Integracija kanalov za analizo podatkov za upravljanje velikih podatkov, HPC in strojno učenje
Izbrane objave
Performance analysis of selected evolutionary algorithms on different benchmark functions Proceedings Article
In: International Conference on Bioinspired Optimization Methods and Their Applications, pp. 170–184, Springer 2022.
Deep Learning and the Game of Checkers Journal Article
In: MENDEL, vol. 27, no. 2, pp. 1–6, 2021, ISSN: 2571-3701.
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.
Low Autocorrelation Binary Sequences: Best-Known Peak Sidelobe Level Values Journal Article
In: IEEE Access, vol. 9, pp. 67713–67723, 2021.
On Selection of a Benchmark by Determining the Algorithms' Qualities Journal Article
In: IEEE Access, vol. 9, pp. 51166–51178, 2021.
[Preprint] Computational searching of long skew-symmetric binary sequences with high merit factors Online
2020, visited: 30.10.2020.
Ekstrakcija ključnih besed filmov iz podnapisov Proceedings Article
In: Proceedings of the Twenty-ninth International Electrotechnical and Computer Science Conference ERK 2020, pp. 301-304, Slovenian Section IEEE, 2020, ISSN: 2591-0442.
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.

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.
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.
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.
Post hoc analysis of sport performance with differential evolution Journal Article
In: Neural Computing and Applications, vol. 32, no. 15, pp. 10799–10808, 2020, (2018-03-02).
In: Swarm and Evolutionary Computation, vol. 50, pp. 100428, 2019.
Improving statistical machine translation quality using differential evolution Journal Article
In: Informatica, vol. 30, no. 4, pp. 629–645, 2019.
Comparison of clustering optimization for classification with PSO algorithms Proceedings Article
In: Computer Science Research Conference, 2019.
The 100-digit challenge: Algorithm jDE100 Proceedings Article
In: 2019 IEEE congress on evolutionary computation (CEC), pp. 19–26, IEEE 2019.
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.
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.

Protein folding optimization using differential evolution extended with local search and component reinitialization Journal Article
In: Information Sciences, vol. 454, pp. 178–199, 2018.
A heuristic algorithm for a low autocorrelation binary sequence problem with odd length and high merit factor Journal Article
In: IEEE Access, vol. 6, pp. 4127–4134, 2018.

























