Here listed are some of my authored publications. Also, see and access my co-authored publications at ResearchGate or at LabRAJ. Below listed are my leading experiences and skill fluencies. Please do not hesitate to email me requests for an author version of final article PDF if you have no access to final papers, which have some more editorial improvements included than the manuscripts.
Journal publications (JCR Q1)
J. Brest, P. Korosec, J. Silc, A. Zamuda, B. Boskovic, M. S. Maucec. Differential evolution and differential ant-stigmergy on dynamic optimisation problems. International Journal of Systems Science, 2013, vol. 44, no. 4, pp. 663-679. DOI 10.1080/00207721.2011.617899. BibTeX
B. Boskovic, J. Brest, A. Zamuda, S. Greiner, V. Zumer. History Mechanism Supported Differential Evolution for Chess Evaluation Function Tuning. Soft Computing – A Fusion of Foundations, Methodologies and Applications, 2011, vol. 15, no. 4, pp. 667- 682. DOI 10.1007/s00500-010-0593-z. BibTeX
The manuscripts above provided are with license CC-BY-NC-ND under permission by Elsevier B.V.
Conferences, edited books, book chapters & non-JCR journal publications
Aleš Zamuda. Speeding up Vectorized Benchmarking of Optimization Algorithms. In: REITER, Eduard (eds.). ASHPC22 : Austrian-Slovenian HPC Meeting : Grundlsee May 31 – June 2, 2022. Vienna, cop. 2022. pg. 37. ISBN 978-3-200-08499-5. https://vsc.ac.at/fileadmin/user_upload/vsc/conferences/ashpc22/BOOKLET_ASHPC22.pdf. BibTeX Slides
Patrick Damme, Marius Birkenbach, Constantinos Bitsakos, Matthias Boehm, Philippe Bonnet, Florina Ciorba, Mark Dokter, Pawel Dowgiallo, Ahmed Eleliemy, Christian Faerber, Georgios Goumas, Dirk Habich, Niclas Hedam, Marlies Hofer, Wenjun Huang, Kevin Innerebner, Vasileios Karakostas, Roman Kern, Tomaž Kosar, Alexander Krause, Daniel Krems, Andreas Laber, Wolfgang Lehner, Eric Mier, Marcus Paradies, Bernhard Peischl, Gabrielle Poerwawinata, Stratos Psomadakis, Tilmann Rabl, Piotr Ratuszniak, Pedro Silva, Nikolai Skuppin, Andreas Starzacher, Benjamin Steinwender, Ilin Tolovski, Pınar Tözün, Wojciech Ulatowski, Yuanyuan Wang, Izajasz Wrosz, Aleš Zamuda, Ce Zhang, Xiao Xiang Zhu. DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines. 12th Conference on Innovative Data Systems Research, CIDR 2022, Chaminade, CA, January 9-12, 2022. BibTeX Slides Video
Evolutionary Algorithms in Engineering Design Optimization (Editors: David Greiner, António Gaspar-Cunha, José Daniel Hernández Sosa, Edmondo Minisci, Aleš Zamuda). Mathematics, MDPI, 2022, vol. ISBN 978-3-0365-2714-7. ISBN 978-3-0365-2715-4. BibTeX
A. Zamuda. Parallelization of Benchmarking using HPC: Text Summarization in Natural Language Processing (NLP), Glider Piloting in Deep-sea Missions, and Search Algorithms in Computational Intelligence (CI). In: KREK, Janez (eds.). Austrian-Slovenian HPC Meeting 2021 – ASHPC21 : online Meeting, May 31st – June 2nd, 2021. Ljubljana: University of Ljubljana, Faculty of Mechanical Engineering; Maribor: Institute of Information Science, ISBN 978-961-6980-77-7, ISBN 978-961-6133-48-7, 2021, pp. 35. DOI https://doi.org/10.3359/2021hpc. BibTeX Slides
A. Viktorin, R. Senkerik, M. Pluhacek, T. Kadavy, A. Zamuda. DISH-XX solving CEC2020 single objective bound constrained numerical optimization benchmark. Proceedings of the 2020 IEEE Congress on Evolutionary Computation, 2020. BibTeX
A. Zamuda, M. Vöröš. Diferencialna evolucija za učenje agenta umetne inteligence pri igranju splošnih videoiger. ŽEMVA, Andrej (ur.), TROST, Andrej (ur.). Zbornik devetindvajsete mednarodne Elektrotehniške in računalniške konference ERK 2020 = Proceedings of the Twenty-ninth International Electrotechnical and Computer Science Conference ERK 2020, ERK 2020, Portorož, Slovenija, 21.-22. september 202, (Zbornik … Elektrotehniške in računalniške konference (Online), ISSN 2591-0442, 29). Ljubljana: Slovenska sekcija IEEE: = Slovenian Section IEEE, 2020, pp. 305-308. BibTeX
(pdf) A. Zamuda. Binary 100-digit challenge using IEEE-754 coded numerical optimization scenarios (100b-digit) and V-shape binary distance-based success history differential evolution (DISHv). Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO 2019), 2019, pp. 1821-1828. BibTeX
(pdf) A. Zamuda, J. D. Hernández Sosa. Hot off the press in expert systems on underwater robotic missions: success history applied to differential evolution for underwater glider path planning. Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO 2019), 2019, pp. 39-40. BibTeX
(pdf) A. Zamuda. Function evaluations upto 1e+12 and large population sizes assessed in distance-based success history differential evolution for 100-digit challenge and numerical optimization scenarios (DISHchain 1e+12): a competition entry for “100-digit challenge, and four other numerical optimization competitions” at the genetic and evolutionary computation conference (GECCO) 2019. Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO 2019), 2019, pp. 11-12. BibTeX
A. Viktorin, R. Senkerik, M. Pluhacek, T. Kadavy, A. Zamuda. DISH algorithm solving the CEC 2019 100-digit challenge. Proceedings of the 2019 IEEE Congress on Evolutionary Computation, 2019, pp. 1–6. BibTeX
P. Bujok, A. Zamuda. Cooperative model of evolutionary algorithms applied to CEC 2019 single objective numerical optimization. Proceedings of the 2019 IEEE Congress on Evolutionary Computation, 2019, pp. 358-363. BibTeX
Aleš Zamuda, Vincenzo Crescimanna, Juan C. Burguillo, Joana Matos Dias, Katarzyna Wegrzyn-Wolska, Imen Rached, Horacio González-Vélez, Roman Senkerik, Claudia Pop, Tudor Cioara, Ioan Salomie, Andrea Bracciali. Forecasting Cryptocurrency Value by Sentiment Analysis: An HPC-Oriented Survey of the State-of-the-Art in the Cloud Era. Kołodziej J., González-Vélez H. (eds) High-Performance Modelling and Simulation for Big Data Applications. Lecture Notes in Computer Science, vol 11400, 2019, pp. 325-349. DOI 10.1007/978-3-030-16272-6_12. BibTeX
N. Karolija, A. Zamuda. On cloud-supported web-based integrated development environment for programming dataflow architectures. MILUTINOVIĆ, Veljko (ur.), KOTLAR, Milos (ur.). Exploring the DataFlow supercomputing paradigm: example algorithms for selected applications, (Computer communications and networks (Internet), ISSN 2197-8433), 2019, pp. 41-51. DOI 10.1007/978-3-030-13803-5_2. BibTeX
S. Spolaor, M. Gribaudo, M. Iacono, T. Kadavy, Z. Komínková Oplatková, G. Mauri, S. Pllana, R. Senkerik, N. Stojanovic, E. Turunen, A. Viktorin, S. Vitabile, A. Zamuda, M. S. Nobile. Towards Human Cell Simulation. Kołodziej J., González-Vélez H. (eds) High-Performance Modelling and Simulation for Big Data Applications. Lecture Notes in Computer Science, vol 11400, 2019, pp. 221-249. DOI 10.1007/978-3-030-16272-6_8. BibTeX
T. Beranič, A. Zamuda, L. Brezočnik, M. Turkanović, G. Lentini, F. Polettini, A. Lue, A. Colorni Vitale, J. Martinez Gil, M. Pichler. Facilitating the digital transformation of villages. CECIIS: Central European Conference on Information and Intelligent Systems : proceedings 30th international scientific conference, October 2nd-4th, 2019, Varaždin, Croatia, 2019, pp. 281-288.
Robin Purshouse, Christine Zarges, Sylvain Cussat-Blanc, Michael G Epitropakis, Marcus Gallagher, Thomas Jansen, Pascal Kerschke, Xiaodong Li, Fernando G Lobo, Julian Miller, Pietro S Oliveto, Mike Preuss, Giovanni Squillero, Alberto Tonda, Markus Wagner, Thomas Weise, Dennis Wilson, Borys Wróbel, Aleš Zamuda. Workshops at PPSN 2018. In: Auger A., Fonseca C., Lourenço N., Machado P., Paquete L., Whitley D. (eds) Parallel Problem Solving from Nature – PPSN XV. PPSN 2018. Lecture Notes in Computer Science, vol 11102, pp. 490-497. Springer, Cham.
A. Zamuda, G. Hrovat, E. Lloret, M. Nicolau, C. Zarges. Examples Implementing Black-Box Discrete Optimization Benchmarking Survey for BB-DOB@GECCO and BB-DOB@PPSN. In Black Box Discrete Optimization Benchmarking (BB-DOB) Workshop at 15th International Conference on Parallel Problem Solving from Nature (PPSN 2018), September 8-12, 2018, Coimbra, Portugal.
A. Zamuda, M. Nicolau, C. Zarges. A black-box discrete optimization benchmarking (BB-DOB) pipeline survey: taxonomy, evaluation, and ranking. Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO 2018), 2018, 1777-1782.
A. Zamuda. Optimization Algorithms (invited talk). IEEE Region 8 Student and Young Professional Congress, Porto, Portugal, 2018.
A. Zamuda. Differential Evolution for Evolutionary Computation Challenges: examples from tree growth, energy scheduling, and deep ocean underwater robotics (invited tutorial). 24th International Conference on Soft Computing, 2018.
(pdf) A. Zamuda, J. Brest. On Tenfold Execution Time in Real World Optimization Problems with Differential Evolution in Perspective of Algorithm Design. 2018 25th International Conference on Systems, Signals and Image Processing (IWSSIP), 2018, 1-5.
A. Zamuda. Differential Evolution and Systems, Signals, and Image Processing (invited tutorial). 25th International Conference on Systems, Signals and Image Processing (IWSSIP), 2018, 1-28.
A. Viktorin, R. Senkerik, M. Pluhacek, T. Kadavy, A. Zamuda. Distance based parameter adaptation for differential evolution. 2017 IEEE Symposium Series on Computational Intelligence (SSCI), 2017, 1-7.
A. Zamuda, C. Zarges, G. Stiglic, G. Hrovat. Stability selection using a genetic algorithm and logistic linear regression on healthcare records. Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO 2017), 2017, 143-144.
(pdf) A. Zamuda. Adaptive Constraint Handling and Success History Differential Evolution for CEC 2017 Constrained Real-Parameter Optimization. Proceedings of the 2017 IEEE Congress on Evolutionary Computation (CEC), 2017, pp. 2443–2450.
(pdf) A. Viktorin, R. Senkerik, M. Pluhacek, A. Zamuda. Steady Success Clusters in Differential Evolution. 2016 IEEE Symposium Series on Computational Intelligence (SSCI), 2016.
A. Zamuda, J. D. Hernández Sosa, L. Adler. Improving constrained glider trajectories for ocean eddy border sampling within extended mission planning time. 2016 IEEE Congress on Evolutionary Computation (CEC), 2016, 1727-1734.
(pdf) A. Zamuda, U. Mlakar. Tiled EvoLisa Image Evolution With Blending Triangle Brushstrokes and Gene Compression DE. IEEE Congress on Evolutionary Computation (CEC), 2016, pp. 2618-2625.
| (free full paper open-access pdf) Heiko Hamann, Yara Khaluf, Jean Botev, Mohammad Divband Soorati, Eliseo Ferrante, Oliver Kosak, Jean-Marc Montanier, Sanaz Mostaghim, Richard Redpath, Jonathan Timmis, Frank Veenstra, Mostafa Wahby and Aleš Zamuda. Hybrid Societies: Challenges and Perspectives in the Design of Collective Behavior in Self-organizing Systems. Frontiers in Robotics and AI, 2016, vol. 3, no. 14. DOI 10.3389/frobt.2016.00014 BibTeX |
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A. Zamuda, U. Mlakar. Differential Evolution Control Parameters Study for Self-Adaptive Triangular Brushstrokes. Informatica – An International Journal of Computing and Informatics, 2015, vol. 39, no. 2, pp. 105-113.
A. Zamuda, J. D. Hernandez Sosa. Underwater Glider Path Planning and Population Size Reduction in Differential Evolution. Lecture Notes in Computer Science (Computer Aided Systems Theory – EUROCAST 2015), 2015, vol. 9520, pp. 853–860.
A. Zamuda, J. D. Hernandez Sosa. Underwater Glider Path Planning and Population Reduction in Differential Evolution. Fifteenth International Conference on Computer Aided Systems Theory, February 8-13, 2015, Museo Elder de la Ciencia y la Tecnología, Las Palmas de Gran Canaria, Canary Islands, Spain, 2015.
A. Zamuda, Janez Brest, and E. Mezura-Montes. Structured Population Size Reduction Differential Evolution with Multiple Mutation Strategies on CEC 2013 Real Parameter Optimization. IEEE Congress on Evolutionary Computation (CEC) 2013, Cancun, Mexico, 2013, pp. 1925-1931.
A. Zamuda. Diferencialna evolucija za rekonstrukcijo parametriziranih proceduralnih drevesnih modelov: dispozicija potrjene teme doktorske disertacije. Univerza v Mariboru, Fakulteta za elektrotehniko, računalništvo in informatiko, 2011.
A. Zamuda, J. Brest. Population Reduction Differential Evolution with Multiple Mutation Strategies in Real World Industry Challenges. Artificial Intelligence and Soft Computing — ICAISC 2012, 2012, vol. 7269/2012, pp. 154-161.
A. Zamuda, J. Brest. Tree Model Reconstruction Innovization Using Multi-objective Differential Evolution. 2012 IEEE World Congress on Computational Intelligence (IEEE WCCI 2012), Brisbane, Australia, 2012, pp. 575-582.
A. Zamuda, J. Brest, B. Bošković, V. Žumer. Woody Plants Model Recognition by Differential Evolution. The 4th International Conference on Bioinspired Optimization Methods and their Applications (BIOMA 2010), 2010, pp. 205-215.
A. Zamuda, J. Brest, B. Bošković, V. Žumer. Differential Evolution with Self-adaptation and Local Search for Constrained Multiobjective Optimization. IEEE Congress on Evolutionary Computation (CEC) 2009, 2009, pp. 195-202.
A. Zamuda, J. Brest, B. Bošković, V. Žumer. Differential Evolution for Multiobjective Optimization with Self Adaptation. The 2007 IEEE Congress on Evolutioary Computation CEC2007, 2007, pp. 3617-3624.
A. Zamuda, J. Brest, N. Guid, and V. Žumer. Modelling, Simulation, and Visualization of Forest Ecosystems. The IEEE Region 8 EUROCON 2007: International conference on “Computer as a tool”, September 9-12, 2007, Warsaw, Poland, 2007, pp. 2600-2606.
A. Zamuda, J. Brest, N. Guid, and V. Žumer. Construction of Virtual Trees within Ecosystems with EcoMod Tool. IPSI-2006 Slovenia, International Conference on Advances in the Internet, Processing, Systems, and Interdisciplinary Research, Book of Abstracts, 2006, pp. 15.
PhD dissertation, MSc & BSc theses
A. Zamuda. Differential Evolution for Parameterized Procedural Woody Plant Models Reconstruction: PhD thesis. Faculty of Electrical Engineering and Computer Science, 2012. (info: main thought encoding protocol in the file: Slovene language text)
A. Zamuda. Samoprilagajanje krmilnih parametrov pri algoritmu diferencialne evolucije za večkriterijsko optimizacijo: magistrsko delo. Univerza v Mariboru, Fakulteta za elektrotehniko, računalništvo in informatiko, 2008.
A. Zamuda. Modeliranje, simulacija in upodabljanje drevesnih ekosistemov. Univerza v Mariboru, Fakulteta za elektrotehniko, računalništvo in informatiko, diplomska naloga.
More publications in Slovenian language
A. Zamuda, J. Brest, B. Bošković, V. Žumer. Študija samoprilagajanja krmilnih parametrov pri algoritmu DEMOwSA. Elektrotehniški vestnik, 2008, vol. 75, no. 4.
A. Zamuda, J. Brest, B. Bošković, V. Žumer. Diferencialna evolucija za večkriterijsko optimizacijo s samoprilagajanjem in z lokalnim preiskovanjem SQP. Zbornik sedemnajste mednarodne Elektrotehniške in računalniške konference ERK, 2008, pp. 123-126.
A. Zamuda, J. Brest, B. Bošković, V. Žumer. Večkriterijska optimizacija: eksperimentalni rezultati algoritmov MOjDE in DEMO. Zbornik šestnajste mednarodne Elektrotehniške in računalniške konference ERK, 2007, pp. 89-92.
A. Zamuda, J. Brest, V. Žumer. Razpoznava numerično kodiranih proceduralnih modelov iz slik naravnih dreves z uporabo diferencialne evolucije. Zbornik osemnajste mednarodne Elektrotehniške in računalniške konference ERK, 2009, pp. 171-174.
A. Zamuda, N. Guid. Modeliranje, simulacija in upodabljanje gozdov. Zbornik petnajste mednarodne Elektrotehniške in računalniške konference ERK, 2006, pp. 391-392.
A. Zamuda, D. Strnad. Interaktivni modelirnik realističnih animiranih dreves. Zbornik trinajste mednarodne Elektrotehniške in računalniške konference ERK, 2004, pp. 11-14.
A. Zamuda. Modeliranje, simulacija in upodabljanje gozdov z aplikacijo EcoMod. Eureka! Inovacije mladih – Natečaj najbolj inventivni in podjetniško usmerjeni projekti 2008, 2008, pp. 1-4.
A. Zamuda. Modeliranje, simulacija in upodabljanje gozdov. Abakus, 2007, pp. 22-23.
Full bibliography from the COBISS.SI official system
Data source: https://bib.cobiss.net/biblioweb/direct/si/slv/cris/28880?code=28880&jezbib=eng
Pedagogical & Teaching Materials (Open Access, at least CC-BY-ND)
The materials are published in Digital Library at University of Maribor.
30+ of my works listed, including:
- teaching materials in Slovene,
- diploma theses (mine & those of my students),
- SOFTWARE,
- Research Project Reports, and
- my open-access research publications.
These include teaching materials (English and Slovene):
Cloud Computing Deployment and Management
- Cloud Computing Deployment and Management; Aleš Zamuda, other educational material; Link to full text;
- Attachments – Virtual images
- Extract under Linux (Bash):
Operacijske raziskave logističnih, transportnih in ekonomskih sistemov
- Operacijske raziskave logističnih, transportnih in ekonomskih sistemov; Aleš Zamuda, 2020, other educational material; Full text (6,29 MB)
Postavitev in upravljanje računalniških oblakov
- Postavitev in upravljanje računalniških oblakov; Aleš Zamuda, 2019, other educational material; Full text (2,36 MB)
Računalniške arhitekture
- Računalniške arhitekture; Full text (784,61 KB)
More materials at the Digital Library of UM (DKUM)
30+ works listed, including teaching materials in Slovene, diploma theses (mine & those of my students), SOFTWARE, Research Project Reports, and open-access research publications.
- Link: DKUM