Aleksandar Kartelj research page

Associate professor, University of Belgrade, Serbia.

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Introduction:

I mainly do research in the field of optimization. This includes the design of exact and non-exact optimization techniques such as: integer (linear) programming models, branch & bound, beam search, variable neighborhood search, genetic algorithms, etc. Most of the developed techniques are used to solve difficult problems (usually NP-hard) in areas such as computational biology, transportation, logistics, social networks, etc. Some techniques are also used to improve machine learning algorithms.

Theses:

Books:

  1. Milutinović, V., Mitić, N., Kartelj, A., & Kotlar, M. (2022).
    Implementation of Machine Learning Algorithms Using Control-Flow and Dataflow Paradigms.
    IGI Global. DOI: 10.4018/978-1-7998-8350-0.
  2. Kartelj, A., Filipović, V., Tošić, D. (2023).
    Objektno orijentisano programiranje: Programski jezik Java - 1.
    Matematički fakultet, Univerzitet u Beogradu. ISBN13: 9788675891765.

Papers in journals with IF:

  1. Babović, Z., Bajat, B., Barać, D., Bengin, V., Đokić, V., Đorđević, F., Drašković, D., Filipović, N., French, S., Furht, B., Ilić, M., Irfanoglu, A., Kartelj, A., ..., Zak, S.,
    Teaching computing for complex problems in civil engineering and geosciences using big data and machine learning: synergizing four different computing paradigms and four different management domains,
    Journal of Big Data, Vol. 10, Iss. 1, Num. 89, pp. 1-25, 2023, DOI: 10.1186/s40537-023-00730-7.
    IF2021=10.835, M21a (Q1) in Computer Science, Theory & Methods.
  2. Djukanović, M., Kartelj, A., Blum, C.,
    Self-adaptive CMSA for solving the multidimensional multi-way number partitioning problem,
    Expert Systems with Applications, Vol. 232, 2023, DOI: 10.1016/j.eswa.2023.120762.
    IF2022=8.665, M21 (Q1) in Computer Science, Artificial Intelligence.
  3. Kartelj, A., Djukanović, M.,
    RILS-ROLS: robust symbolic regression via iterated local search and ordinary least squares,
    Journal of Big Data, Vol. 10, Iss. 1, p. 71, 2023, DOI: 10.1186/s40537-023-00743-2.
    IF2021=10.835, M21a (Q1) in Computer Science, Theory & Methods.
  4. Kapunac, S., Kartelj, A., Djukanović, M,
    Variable neighborhood search for weighted total domination problem and its application in social network information spreading,
    Applied Soft Computing, Vol. 143, p. 110387, 2023, DOI: 10.1016/j.asoc.2023.110387.
    IF2021=8.263, M21a (Q1) in Computer Science, Interdisciplinary Applications.
  5. Babović, Z., Bajat, B., Đokić, V., Đorđević, F., Drašković, D., Filipović, N., Furht, B., Gačić, N., Ikodinović, I., Ilić, M., Ifranoglu, A., Jelenković, B., Kartelj, A., ..., Zak, S.,
    Research in computing-intensive simulations for nature-oriented civil-engineering and related scientific fields, using machine learning and big data: an overview of open problems,
    Journal of Big Data, Vol. 10, Iss. 1, Num. 73, pp. 1-21, 2023, DOI: 10.1186/s40537-023-00731-6.
    IF2021=10.835, M21a (Q1) in Computer Science, Theory & Methods.
  6. Đukanović, M., Kartelj, A., Matić, D., Grbić, M., Blum, C., Raidl, G.,
    Graph search and variable neighborhood search for finding constrained longest common subsequences in artificial and real gene sequences,
    Applied Soft Computing, 2022, DOI: 10.1016/j.asoc.2022.108844.
    IF2021=8.263, M21a (Q1) in Computer Science, Interdisciplinary applications.
  7. Nikolić, B., Kartelj, A., Đukanović, M., Grbić, M., Blum, C., Raidl, G.,
    Solving the Longest Common Subsequence Problem Concerning Non-Uniform Distributions of Letters in Input Strings,
    Mathematics, Vol. 9, Iss. 13, p. 1515, 2021, DOI: 10.3390/math9131515.
    IF2021=2.592, M21a (Q1) in Mathematics.
  8. Kartelj, A., Grbić, M., Matić, D., Filipović, V.,
    The Roman domination number of some special classes of graphs - convex polytopes,
    Applicable Analysis and Discrete Mathematics, 2021, DOI: 10.2298/AADM171211019K.
    IF2021=1.414, M21 (Q1) in Mathematics.
  9. Grbić, M., Matić, D., Kartelj, A., Vračević, S., & Filipović, V.,
    A three-phase method for identifying functionally related protein groups in weighted PPI networks,
    Computational Biology and Chemistry, 2020, DOI: 10.1016/j.compbiolchem.2020.107246.
    IF2020=2.877, M22 (Q3) in Computer Science, Interdisciplinary Applications.
  10. Filipović, V., Kartelj, A., Kratica, J.,
    Edge Metric Dimension of Some Generalized Petersen Graphs,
    Results in Mathematics, 2019, DOI: 10.1007/s00025-019-1105-9.
    IF2019=1.162, M21 (Q2) in Mathematics.
  11. Banković, M., Filipović, V., Graovac, J., Hadži-Purić, J., Hurson, A. R., Kartelj, A., Kovačević, J., Korolija, N., Kotlar, M., Krdžavac, N. B., Marić, F., Malkov, S., Milutinović, V., Mitić, N., Mišković, S., Nikolić, M., Pavlović-Lažetić, G., Simić, D., Stojanović-Đurđević, S., Vujičić-Stanković, S., Vujošević-Janičić, M., Živković, M.,
    Teaching graduate students how to review research articles and respond to reviewer comments,
    Advances in Computers, 2019, DOI: 10.1016/bs.adcom.2019.07.001.
    IF2019=1.833, M22 (Q2) in Computer Science, Software Engineering.
  12. Grbić, M., Kartelj, A., Janković, S., Matić, D., Filipović, V.,
    Variable neighborhood search for partitioning sparse biological networks into the maximum edge-weighted k-plexes,
    IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2019, DOI: 10.1109/TCBB.2019.2898189.
    IF2019=3.015, M21 (Q1) in Mathematics, Interdisciplinary Applications.
  13. Kartelj, A.,
    An Improved Electromagnetism-like Method for Feature Selection,
    Journal of Multiple-Valued Logic and Soft Computing, Old City Publishing, Vol. 25, Iss. 2, pp. 169-187, 2015.
    IF2015=0.325, M23 (Q4) in Computer Science, Artificial Intelligence.
  14. Kartelj, A., Šurlan, N., Cekić, Z.,
    Case-based Reasoning and Electromagnetism-like Algorithm in Construction Management,
    Kybernetes, Emerald, Vol. 42, Iss. 2, pp. 265-280, 2014.
    IF2014=0.429, M23 (Q4) in Computer Science, Cybernetics.
  15. Kartelj, A., Mitić, N, Filipović V., Tošić, D.,
    Electromagnetism-like Algorithm for Support Vector Machine Parameter Tuning,
    Soft Computing, Springer, pp. 1-14, 2013.
    IF2013=1.304, M22 (Q2) in Computer Science, Artificial Intelligence.
  16. Filipović, V., Kartelj, A., Matić, D.,
    An Electromagnetism Metaheuristic for Solving the Maximum Betweenness Problem,
    Applied Soft Computing, Elsevier, Vol. 13, pp. 1303-1313, 2013.
    IF2013=2.679, M21 (Q1) in Computer Science, Artificial Intelligence.

Other journal papers or arxiv:

  1. Grbić, M., Crnogorac, V., Predojević, M., Kartelj, A., & Matić, D. (2022).
    Supportness of the protein complex standards in PPI networks.
    Journal of Information and Telecommunication, 6(1), 6-26.
  2. Filipović, V., Matić, D., & Kartelj, A. (2022).
    Solving the signed Roman domination and signed total Roman domination problems with exact and heuristic methods.
    arXiv preprint arXiv:2201.00394.
  3. Kratica, J., Filipovic, V., Matic, D., & Kartelj, A. (2019).
    An Integer Linear Programming Formulation for the Convex Dominating Set Problems.
    arXiv preprint arXiv:1904.02541.
  4. Kartelj, A.,
    Electromagnetism Metaheuristic Algorithm for Solving The Strong Minimum Energy Topology Problem,
    Yugoslav Journal of Operations Research, Vol. 23, pp. 43 - 57, 2013.
  5. Kartelj, A.,
    Classfication of Smoking Cessation Status Using Various Data Mining Methods,
    Mathematica Balkanica, Vol. 24, pp. 199 - 205, 2010.

Conference papers or abstracts:

  1. Predojević, M., Kartelj, A., & Djukanović, M.,
    Variable neighborhood search for solving the k-domination problem.
    . In Proceedings of the Companion Conference on Genetic and Evolutionary Computation (pp. 239-242), Lisbon, Portugal, 2023.
  2. Djukanović, M., Kartelj, A.,
    Integrating Top-level Constraints into a Symbolic Regression Search Algorithm.
    In 2023 Second Serbian International Conference on Applied Artificial Intelligence (SICAAI), Kragujevac, Serbia, 2023. (Best paper award).
  3. Djukanovic, M., Matic, D., Blum, C., & Kartelj, A. (2022).
    Application of A to the Generalized Constrained Longest Common Subsequence Problem with Many Pattern Strings.
    In International Conference on Pattern Recognition and Artificial Intelligence (pp. 53-64). Springer, Cham.
  4. Zec, T., Kartelj, A., Djukanović, M., Grbić, M., & Matić, D. (2021, August).
    Statistical analysis of correlation between weather parameters and new COVID-19 cases: a case study of Bosnia and Herzegovina.
    In 2021 International Conference on INnovations in Intelligent SysTems and Applications (INISTA) (pp. 1-6). IEEE.
  5. Grbić, M., Crnogorac, V., Predojević, M., Kartelj, A., & Matić, D. (2020, August).
    How well are known protein complexes supported in PPI networks?.
    In 2020 International Conference on INnovations in Intelligent SysTems and Applications (INISTA) (pp. 1-7). IEEE.
  6. Grbić, M., Kartelj, A., Matić, D., Janković, S., Filipović, V.,
    A heuristic approach for clustering metabolic networks into highly connected components,
    4th NGP-NET symposium, Druskininkai, Lithuania, 2018.
  7. Matić, D., Grbić, M., Kartelj, A., Janković, S., Filipović, V.,
    On clustering large biological networks into dense components,
    US-Serbia & West Balkan Data Science Workshop, Belgrade, Serbia, 2018.
  8. Grbić, M., Kartelj, A., Matić, D., Filipović, V.,
    Partitioning biological networks in k-plex subnetworks with maximum edge weights,
    Proceedings of 3rd Symposium on non globular proteins, Košice, Slovakia, 2017.
  9. Grbić, M., Kartelj, A., Matić, D., Filipović, V.,
    A local search based heuristic for clustering large biological networks into highly connected components,
    1st Congress of Molecular Biologists of Serbia (COMBOS), Belgrade, Serbia 2017.
  10. Šandrih, B., Filipović, V., Malkov, S., Kartelj, A.,
    Globalna izračunavanja u mreži Internet pregledača,
    XV Konferencija Digitalizacija kulturne baštine, starih zapisa iz prirodnih i društvenih nauka i digitalna humanistika, Beograd, Srbija, 2017.
  11. Grbić, M., Kartelj, A., Matić, D., Filipović, V.,
    Improving 1NN strategy for classification of some procaryotic organisms,
    Book of abstracts, Belgrade Bioinformatic Conference (BelBI) 2016, pp. 57-58, Belgrade, Serbia, 2016.
  12. Kartelj, A., Dražić, Z., Mladenović, N.,
    Basic variable neighborhood search for the bipartite unconstrained 0-1 quadratic programming problem,
    Proceedings of XLII International Symposium on Operations Research (SYMOPIS), Silver Lake Resort, Serbia, 2015.
  13. Filipović, V., Kartelj, A., Matić, D.,
    Primena keširanja u metaheuristici zasnovanoj na elektromagnetizmu,
    Peta matematička konferencija Republike Srpske - Knjiga rezimea, pp. 42, Trebinje, Bosna i Hercegovina, 2015.
  14. Kartelj, A., Filipović, V., Milutinović, V.,
    Novel Approaches to Automated Personality Classification: Ideas and Their Potentials,
    MIPRO 2012, Proceedings of the 35th International Convention, pp. 1017-1022, Opatija, Croatia, 2012.
  15. Kartelj, A., Filipović, V., Milutinović, V.,
    Automated Personality Classification,
    YUINFO 2012, Proceedings of the 18th Conference on Information and Communication Technologies, pp. 658-663, Kopaonik, Serbia, 2012.
  16. Fijuljanin, J., Kartelj, A., Kojić, J.,
    Electromagnetism metaheuristic for probabilistic satisfiability problem,
    Probabilistic logics and applications, Mathematical Institute of the Serbian Academy of Sciences and Arts, Belgrade, Serbia, 2011.