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
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.
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.
Improving statistical machine translation quality using differential evolution Journal Article
In: Informatica, vol. 30, no. 4, pp. 629–645, 2019.
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.
Single objective real-parameter optimization: Algorithm jSO Proceedings Article
In: 2017 IEEE congress on evolutionary computation (CEC), pp. 1311–1318, IEEE 2017.
Low-Autocorrelation Binary Sequences: On Improved Merit Factors and Runtime Predictions to Achieve Them Journal Article
In: Appl. Soft Comput., vol. 56, pp. 262–285, 2017.
iL-SHADE: Improved L-SHADE algorithm for single objective real-parameter optimization Proceedings Article
In: 2016 IEEE congress on evolutionary computation (CEC), pp. 1188–1195, IEEE 2016.
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.
Genetic algorithm with advanced mechanisms applied to the protein structure prediction in a hydrophobic-polar model and cubic lattice Journal Article
In: Applied Soft Computing, vol. 45, pp. 61–70, 2016.
Self-adaptive control parameters' randomization frequency and propagations in differential evolution Journal Article
In: Swarm and Evolutionary Computation, vol. 25, pp. 72-99, 2015.
The usage of differential evolution in a statistical machine translation. IEEE SSCI 2014-2014 IEEE Symposium Series on Computational Intelligence-SDE 2014: 2014 IEEE Symposium on Differential Evolution Journal Article
In: Proceedings, December, 2015.
Vectorized Procedural Models for Animated Trees Reconstruction using Differential Evolution Journal Article
In: Information Sciences, vol. 278, pp. 1-21, 2014.
A comprehensive review of firefly algorithms Journal Article
In: Swarm and evolutionary computation, vol. 13, pp. 34–46, 2013.
A brief review of nature-inspired algorithms for optimization Journal Article
In: arXiv preprint arXiv:1307.4186, 2013.
Environmental Framework to Visualize Emergent Artificial Forest Ecosystems Journal Article
In: Information Sciences, vol. 220, pp. 522-540, 2013.
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.