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 |
Slike so ustvarjene s pomočjo DALL·E
Predmeti
Predmet (eŠtudij) | Učni načrt (moja.um.si) | Letnik | Program |
|---|---|---|---|
1. | R-IT (UN) | ||
2. | R-IT (UN) | ||
2. | R-IT (UN) | ||
3. | R-IT (UN) | ||
1. | R-IT (VS) | ||
1. | R-IT (VS) | ||
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
Dual-step optimization for binary sequences with high merit factors Journal Article
In: Digital Signal Processing, vol. 165, pp. 105316, 2025, ISSN: 1051-2004.
Comparative Study of Modern Differential Evolution Algorithms: Perspectives on Mechanisms and Performance Journal Article
In: Mathematics, vol. 13, no. 10, pp. 1556, 2025.
2025, visited: 06.05.2025.
Two-phase optimization of binary sequences with low peak sidelobe level value Journal Article
In: Expert Systems with Applications, vol. 251, 2024, (Art. no. 124032).
An Efficient Algorithm for Designing Long Aperiodic Binary Sequences with Low Auto-Correlation Sidelobes Journal Article
In: IEEE access, vol. 12, 2024, ISSN: 2169-3536.
Using Neural Networks in the Search of Low Auto-correlation Binary Sequences Proceedings Article
In: 2024 IEEE 22nd Mediterranean Electrotechnical Conference (MELECON), pp. 1–6, IEEE 2024, ISSN: 2158-8481.
Parallel self-avoiding walks for a low-autocorrelation binary sequences problem Journal Article
In: Journal of Computational Science, 2024, (Art. no. 102260).
Group contribution cooperative co-evolution framework for CEC’2013 large-scale optimization problems Proceedings Article
In: pp. 35–38, University of Primorska Press; Faculty of Electrical Engineering and Computer Science; Faculty of Computer and Information Science, 2023, (Nasl. z nasl. zaslona).
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.
WEB-SPSE Book
s. n.], 2023, (Nasl. z nasl. zaslona).
Nevronske mreže za iskanje binarnih sekvenc z nizko avtokorelacijo Proceedings Article
In: Proceedings of the 32nd International Electrotechnical and Computer Science Conference ERK 2023, pp. 475-478, Slovenian Section IEEE, 2023, ISSN: 2591-0442.
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.
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.
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.
In: Swarm and Evolutionary Computation, vol. 50, pp. 100428, 2019.
The 100-digit challenge: Algorithm jDE100 Proceedings Article
In: 2019 IEEE congress on evolutionary computation (CEC), pp. 19–26, IEEE 2019.
Comparison of clustering optimization for classification with PSO algorithms Proceedings Article
In: Computer Science Research Conference, 2019.