Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

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Machine learning methods for complex networks

2013/09/B/ST6/02317

Keywords:

machine learning collective classification complex networks social networks networked data

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)
  • ST6_2: Computer systems, parallel/distributed systems, sensor networks, embedded systems, cyber-physical systems
  • ST6_12: Scientific computing, simulation and modelling tools

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Politechnika Wrocławska, Wydział Informatyki i Zarządzania

woj. dolnośląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr hab. Przemysław Kazienko 

Number of co-investigators in the project: 12

Call: OPUS 5 - announced on 2013-03-15

Amount awarded: 664 690 PLN

Project start date (Y-m-d): 2014-03-20

Project end date (Y-m-d): 2017-03-19

Project duration:: 36 months (the same as in the proposal)

Project status: Project settled

Information in the final report

  • Publication in academic press/journals (27)
  • Articles in post-conference publications (15)
  • Book publications / chapters in book publications (2)
  1. Analysis of the high-dimensional naming game with committed minorities
    Authors:
    William Pickering, Boleslaw K. Szymanski, Chjan Lim
    Academic press:
    PHYSICAL REVIEW E (rok: 2016, tom: 93, strony: 52311), Wydawca: APS
    Status:
    Published
    DOI:
    10.1103/PhysRevE.93.052311 - link to the publication
  2. Towards limited scale-free topology with dynamic peer participation
    Authors:
    Xiaoyan Lu, Eyuphan Bulut, Boleslaw Szymanski
    Academic press:
    Computer Networks (rok: 2016, tom: 109, strony: 109-121), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.comnet.2016.06.019 - link to the publication
  3. Benford's Distribution in Complex Networks
    Authors:
    Mikołaj Morzy, Tomasz Kajdanowicz, Bolesław K. Szymański
    Academic press:
    Scientific Reports (rok: 2016, tom: 6, strony: 34917), Wydawca: Springer Nature
    Status:
    Published
    DOI:
    10.1038/srep34917 - link to the publication
  4. Fuzzy multi-objective modeling of effectiveness and user experience in online advertising
    Authors:
    Jarosław Jankowski, Przemysław Kazienko, Jarosław Wątróbski, Anna Lewandowska, Paweł Ziemba, Magdalena Zioło
    Academic press:
    Expert Systems With Applications (rok: 2016, tom: 65, strony: 315-331), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2016.08.049 - link to the publication
  5. How Is a Data-Driven Approach Better than Random Choice in Label Space Division for Multi-Label Classification?
    Authors:
    Piotr Szymański, Tomasz Kajdanowicz, Kristian Kersting
    Academic press:
    Entropy (rok: 2016, tom: 18(8), strony: 282), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/e18080282 - link to the publication
  6. Knowledge workers' collaborative learning behavior modeling in an organizational social network
    Authors:
    Różewski P., Jankowski J., Bródka P., Michalski R
    Academic press:
    Computers in Human Behavior (rok: 2015, tom: 51, strony: 1248-1260), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.chb.2014.12.014 - link to the publication
  7. Learning in unlabeled networks – An active learning and inference approach
    Authors:
    Tomasz Kajdanowicz, Radosław Michalski, Katarzyna Musial, Przemysław Kazienko
    Academic press:
    AI Communications (rok: 2016, tom: 29, strony: 123–148), Wydawca: IOS Press
    Status:
    Published
    DOI:
    10.3233/AIC-150686 - link to the publication
  8. Finding Influential Users in Social Media Using Association Rule Learning
    Authors:
    Fredrik Erlandsson, Piotr Bródka, Anton Borg, Henric Johnson
    Academic press:
    Entropy (rok: 2016, tom: 18(5), strony: 164), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/e18050164 - link to the publication
  9. Knowledge Acquisition from Social Platforms Based on Network Distributions Fitting
    Authors:
    Jankowski J., Michalski R., Bródka P., Kazienko P., Utz S.
    Academic press:
    Computers in Human Behavior (rok: 2015, tom: 51, strony: 685-693), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.chb.2014.12.015 - link to the publication
  10. Making ''Friends'' in a Virtual World: The Role of Preferential Attachment, Homophily, and Status
    Authors:
    Sonja Utz, Jarosław Jankowski
    Academic press:
    Social Science Computer Review (rok: 2016, tom: Vol 34, Issue 5, strony: 546-566), Wydawca: SAGE
    Status:
    Published
    DOI:
    10.1177/0894439315605476 - link to the publication
  11. Parallelizing SLPA for Scalable Overlapping Community Detection
    Authors:
    Konstantin Kuzmin, Mingming Chen,Boleslaw K. Szymanski
    Academic press:
    Scientific Programming (rok: 2015, tom: 2015, strony: Article ID 461362, 18 pages), Wydawca: Hindawi
    Status:
    Published
    DOI:
    10.1155/2015/461362 - link to the publication
  12. Using Graph and Vertex Entropy to Compare Empirical Graphs with Theoretical Graph Models
    Authors:
    Tomasz Kajdanowicz, Mikołaj Morzy
    Academic press:
    Entropy (rok: 2016, tom: 18(9), strony: 320), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/e18090320 - link to the publication
  13. A picture is worth a thousand words: an empirical study on the influence of content visibility on diffusion processes within a virtual world
    Authors:
    Jarosław Jankowski, Piotr Bródka, Juho Hamari
    Academic press:
    Behaviour & Information Technology (rok: 2016, tom: 35(11), strony: 926-945), Wydawca: Taylor & Francis
    Status:
    Published
    DOI:
    10.1080/0144929X.2016.1212932 - link to the publication
  14. Assortative Mating: Encounter-Network Topology and the Evolution of Attractiveness
    Authors:
    S. Dipple, T. Jia, T. Caraco, G. Korniss & B. K. Szymanski
    Academic press:
    Scientific Reports 7, Article number: (rok: 2017, tom: 7, strony: 45107), Wydawca: Springer Nature
    Status:
    Published
    DOI:
    10.1038/srep45107 - link to the publication
  15. Balancing Speed and Coverage by Sequential Seeding in Complex Networks
    Authors:
    Jankowski J., Bródka P., Kazienko P., Szymanski B.K., Michalski R., Kajdanowicz T.:
    Academic press:
    Scientific Reports (rok: 2017, tom: 7, strony: 891), Wydawca: Springer Nature
    Status:
    Published
    DOI:
    10.1038/s41598-017-00937-8 - link to the publication
  16. Competing effects of social balance and influence
    Authors:
    P. Singh, S. Sreenivasan, B. K. Szymanski, G. Korniss
    Academic press:
    PHYSICAL REVIEW E (rok: 2016, tom: 93, strony: 42306), Wydawca: APS
    Status:
    Published
    DOI:
    10.1103/PhysRevE.93.042306 - link to the publication
  17. Comprehensive Study on Lexicon-based Ensemble Classification Sentiment Analysis
    Authors:
    Łukasz Augustyniak, Piotr Szymański, Tomasz Kajdanowicz, Włodzimierz Tuligłowicz
    Academic press:
    Entropy (rok: 2016, tom: 18(1), strony: 4), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/e18010004 - link to the publication
  18. Computational Aspects of Social Network Analysis
    Authors:
    Przemyslaw Kazienko, Reda Alhajj, Jaideep Srivastava
    Academic press:
    Scientific Programming (rok: 2015, tom: 2015, strony: Article ID 961610, 2 pages), Wydawca: Hindawi
    Status:
    Published
    DOI:
    10.1155/2015/961610 - link to the publication
  19. Model of Multilayer Knowledge Diffusion for Competence Development in an Organization
    Authors:
    Przemysław Różewski and Jarosław Jankowski
    Academic press:
    Mathematical Problems in Engineering (rok: 2015, tom: 2015, strony: Article ID 529256, 20 pages), Wydawca: Hindawi
    Status:
    Published
    DOI:
    10.1155/2015/529256 - link to the publication
  20. Predicting Community Evolution in Social Networks
    Authors:
    Stanisław Saganowski, Bogdan Gliwa, Piotr Bródka, Anna Zygmunt, Przemysław Kazienko, Jarosław Koźlak
    Academic press:
    Entropy (rok: 2015, tom: 17, strony: 3053-3096), Wydawca: MDPI AG, Basel, Switzerlan
    Status:
    Published
    DOI:
    10.3390/e17053053 - link to the publication
  21. Relational Classification using Random Walks in Graphs
    Authors:
    Tomasz KAJDANOWICZ
    Academic press:
    New Generation Computing (rok: 2015, tom: 33(4), strony: 409-424), Wydawca: Springer/Ohmsha
    Status:
    Published
    DOI:
    10.1007/s00354-015-0404-2 - link to the publication
  22. WordNet2Vec: Corpora Agnostic Word Vectorization Method
    Authors:
    Roman Bartusiak, Łukasz Augustyniak, Tomasz Kajdanowicz, Przemysław Kazienko, Maciej Piasecki
    Academic press:
    Neurocomputing (rok: 2019, tom: Volumes 326–327, strony: 141-150), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2017.01.121 - link to the publication
  23. Extraction of Multi-layered Social Networks from Activity Data
    Authors:
    Musial K., Bródka P., Kazienko P., Gaworecki J.
    Academic press:
    The Scientific World Journal (rok: 2014, tom: 2014, ID 359868, strony: 13 pages), Wydawca: Hindawi
    Status:
    Published
    DOI:
    10.1155/2014/359868 - link to the publication
  24. Fuzzy Modeling of User Behaviors and Virtual Goods Purchases in Social Networking Platforms
    Authors:
    Jarosław Jankowski, Kostas Kolomvatsos, Przemysław Kazienko, Jarosław Wątróbski
    Academic press:
    Journal of Universal Computer Science (rok: 2016, tom: 22(3), strony: 416-437), Wydawca: Springer Verlag
    Status:
    Published
    DOI:
    10.3217/jucs-022-03-0416 - link to the publication
  25. Seed Selection for Spread of Influence in Social Networks: Temporal vs. Static Approach
    Authors:
    Michalski R., Kajdanowicz T., Bródka P., Kazienko P.
    Academic press:
    New Generation Computing (rok: 2014, tom: Vol.32, Iss.3-4, strony: 213-235), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s00354-014-0402-9 - link to the publication
  26. The Effects of Communication Burstiness on Consensus Formation and Tipping Points in Social Dynamics
    Authors:
    C. Doyle, B.K. Szymanski, and G. Korniss
    Academic press:
    PHYSICAL REVIEW E (rok: 2017, tom: 95, strony: 62303), Wydawca: APS
    Status:
    Published
    DOI:
    10.1103/PhysRevE.95.062303 - link to the publication
  27. The Impact of Heterogeneous Thresholds on Social Contagion with Multiple Initiators
    Authors:
    Panagiotis D. Karampourniotis, Sameet Sreenivasan, Boleslaw K. Szymanski, Gyorgy Korniss
    Academic press:
    PLOS ONE (rok: 2015, tom: 10(11), strony: 143020), Wydawca: Public Library of Science
    Status:
    Published
    DOI:
    10.1371/journal.pone.0154980 - link to the publication

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