Research interests
- complex systems
- diffusion processes
- agent-based modelling
- bio-, econo- and sociophysics
- ergodicity breaking
- ML in time series analysis
Publications
- K. Fortuna, J. Szwabiński, The unified framework for modeling credit cycles with Marshall-Walras price formation process and systemic risk assessment, Arxiv
- J. Gruszka, J. Szwabiński, Portfolio Optimisation via the Heston Model Calibrated to Real Asset Data, submitted to North American Journal of Economics and Finance, Arxiv
- T. Weron, P. Nyczka, J. Szwabiński, Composition of the Influence Group in the q-Voter Model and Its Impact on the Dynamics of Opinions, Entropy 26(2):132 (2024), HTML
- H. Seckler, J. Szwabiński, R. Metzler, Machine-Learning Solutions for the Analysis of Single-Particle Diffusion Trajectories, Journal of Physical Chemistry Letters 14, 7910-7923 (2023)
- J. Gruszka, J. Szwabiński, Parameter Estimation of the Heston Volatility Model with Jumps in the Asset Prices, Econometrics 11, 15 (2023), Arxiv
- P. Kowalek, H. Loch-Olszewska, Ł. Łaszczuk, J. Opała, J. Szwabiński, Boosting the performance of anomalous diffusion classifiers with the proper choice of features, Journal of Physics A 55, 244005 (2022), HTML
- T. Weron, J. Szwabiński, Opinion evolution in divided community, Entropy 24 (2022) 185, HTML, Arxiv
- B. Łydżba-Kopczyńska, J. Szwabiński, Attribution Markers and Data Mining in Art Authentication, Molecules 27 (2022) 70, HTML
- G. Muñoz-Gil, G. Volpe, M. A. Garcia-March, E. Aghion, A. Argun, C. Beom Hong, T. Bland, S. Bo, J. Alberto Conejero, N. Firbas, Ò. Garibo i Orts, A. Gentili, Z. Huang, J.-H. Jeon, H. Kabbech, Y. Kim, P. Kowalek, D. Krapf, H. Loch-Olszewska, M. A. Lomholt, J.-B. Masson, P. G. Meyer, S. Park, B. Requena, I. Smal, T. Song, J. Szwabiński, S. Thapa, H. Verdier, G. Volpe, A. Widera, M. Lewenstein, R. Metzler, C. Manzo, Objective comparison of methods to decode anomalous diffusion, Nature Communications 12, 6253 (2021), HTML
- M. Gajowczyk, J. Szwabiński, Detection of anomalous diffusion with deep residual networks, Entropy 23(6), 649 (2021), HTML
- J. Gruszka, J. Szwabiński, Advanced Strategies of Portfolio Management in the Heston Market Model, Physica A 574, 125978 (2021)
- H. Loch-Olszewska, J. Szwabiński, Impact of Feature Choice on Machine Learning Classification of Fractional Anomalous Diffusion, Entropy 22(12), 1436, (2020), HTML
- J. Janczura, P. Kowalek, H. Loch-Olszewska, J. Szwabiński and A. Weron, Classification of particle trajectories in living cells: Machine learning versus statistical testing hypothesis for fractional anomalous diffusion, Phys. Rev. E 102, 032402 (2020), Arxiv
- J. Gruszka, J. Szwabiński, Best Portfolio Management Strategies For Synthetic and Real Assets, Physica A 539, 122938 (2020), Arxiv
- P. Kowalek, H. Loch-Olszewska, J. Szwabiński, Classification of diffusion modes in single-particle tracking data: Feature-based versus deep-learning approach, Phys. Rev. E 100, 032410 (2019)
- G. Chodak, A. Kowalska-Pyzalska, K. Maciejowska, J. Szwabiński, Impact of digital piracy on pricing strategies on the e-book market: insights from an agent-based model, Acta Physica Polonica B Proceedings Supplement 12, 49 (2019)
- H. Loch-Olszewska, J. Szwabiński, Detection of ε-ergodicity breaking in experimental data - a study of the dynamical functional sensibility, Journal of Chemical Physics 148, 204105 (2018)
- E. Ropuszyńska-Surma, J. Szwabiński , Magdalena Wȩglarz, Energy prosumers: profiling the energy microgeneration
market in Lower Silesia, Poland., Operations Research and Decisions 28, 75-94 (2018)
- T. Krueger, J. Szwabiński, T. Weron, Conformity, anticonformity and polarization of opinions: insights from a mathematical model of opinion dynamics, Entropy 19(7), 371 (2017); doi:10.3390/e19070371
- P. Siedlecki, J. Szwabiński, T. Weron, The interplay between conformity and anticonformity and its polarizing effect on society, JASSS 19 (4) 9 (2016), doi: 10.18564/jasss.3203, JASSS, Arxiv
- A. Jędrzejewski, K. Sznajd-Weron, J. Szwabiński, Mapping the q-voter model: From a single chain to complex networks, Physica A 446 (2016) 110-119
- K. Sznajd-Weron, J. Szwabiński, R. Weron (2014), Is the Person-Situation Debate Important for Agent-Based Modeling and Vice-Versa? PLoS ONE 9(11): e112203, doi:10.1371/journal.pone.0112203
- A. Pękalski and J. Szwabiński, Role of detritus in a spatial food web model with diffusion, Phys. Rev. E 89 (2014) 052714
- K. Sznajd-Weron, J. Szwabiński, R. Weron and T. Weron, Rewiring the network. What helps an innovation to diffuse?, J. Stat. Mech. 2014 (3) 3007, IOP
- J. Szwabiński, Density outbursts in a food web model with closed nutrient cycle, Physica A 392 (2013) 3589-3600
- A. Pękalski and J. Szwabiński, Dynamics of three types of annual plants competing for water and light, Physica A 392 (2013) 710-721
- J. Szwabiński, Impact of proliferation strategies on food web viability in a model with closed nutrient cycle, Physica A 391 (2012) 5479-5489
- M. Moś, J. Szwabiński, Technologie semantyczne we wdrożeniach systemów klasy ERP, w A. Stabryła, S. Wawak, Metody badania i modele rozwoju organizacji* (2012) 109-118, Mfiles.pl, Kraków
- J. Szwabiński, A. Pękalski, I. Bena and M. Droz, Food web model with detritus path, Physica A 389 (2010) 2545-2556
- A. Pękalski and J. Szwabiński, Stability of a model food web, Phys. Rev. E 79, (2009) 021915
- M. Droz, J. Szwabiński and G. Szabó, Motion of influential players can support cooperation in Prisoner’s Dilemma, Eur. Phys. J. B71, (2009) 579-585
- I. Bena, M. Droz, J. Szwabiński and A. Pękalski, How bad is to be slow-reacting ? On the effect of the delay in response to a changing environment on a population’s survival, Eur. Phys. J. B65 (2008) 341-346
- A. Pękalski, J. Szwabiński, I. Bena and M. Droz,Extinction risk and structure of a food web model, Phys. Rev. E 77 (2008) 031917
- J. Szwabiński, A. Pękalski and K. Trojan, Effects of competition and predation in a three species model, Banach Center Publications 80 (2008) 265-269
- I. Bena, M. Droz, J. Szwabiński and A. Pękalski,Complex population dynamics as a competition between multiple time-scale phenomena, Phys. Rev. E 76 (2007) 1
- J. Szwabiński, A. Pękalski and K. Trojan, Competition and Predation in a Three Species Model, Int. J. Mod. Phys. C 17 (2006) 1629
- J. Szwabiński and A. Pękalski, Effects of random habitat destruction in a predator-prey model, Physica A360 (2006) 59
Weyrauch and J. Szwabiński, Functional Renormalization Group and the Lambda-Transition in4He, J. Low Temp. Phys. 134 (2004) 541
- J. Szwabiński, Der dynamische Strukturfaktor von superflüssigem Helium 4 oberhalb des Roton-Minimums, PTB-Bericht, ISBN 3-89701-810-1,
- J. Szwabiński and M. Weyrauch, Theoretical study of the dynamic structure factor of superfluid 4He, Phys. Rev. B 64 (2001) 184512,
- J. Szwabiński and M. Weyrauch, The dynamic structure factor of 4He beyond the roton minimum, J. Low. Temp. Phys. 121, 5/6 (2000) 327.
Conference talks and posters
- Feature-based approach to classification of anomalous diffusion, The AnDi Workshop, Castelldefels, Spain, 2021
- Classification of Diffusion Modes with Deep Learning Methods, ECMI 2021, Wuppertal, Germany, 2021
- Classification of SPT data with machine learning methods, Stochastic and AI Modeling of Complex Systems, Wrocław, Poland, 2019
- Classification of diffusion modes in single particle tracking data: feature based vs. deep learning approach, 32nd Marian Smoluchowski Symposium on Statistical Physics, Kraków, Poland, 2019
- Opinion dynamics on complex networks: the role of model design, Summer Solstice Conference on Discrete Models of Complex Systems, Gdańsk, Poland 2018
- Formowanie opinii w układach społecznych - wnioski z modeli agentowych, uroczysta sesja naukowa z okazji 15-lecia Centrum Zastosowań Matematyki PAN i 65-lecia utworzenia Applicationes Mathematicae, Warszawa, Poland 2018
- Opinion dynamics within social communities - insights from simple agent-based models, Future and Emerging Technologies in Europe, Leiden, The Netherlands 2017
- Relacje między konformizmem i antykonformizmem a polaryzacja grup społecznych, 44 Zjazd Fizyków Polskich, Wrocław, 2017
- The interplay between conformity and anticonformity and its polarizing effect on society, NetSci X, Tel Aviv, Israel 2017
- Mapping the q-voter model: From a single chain to complex networks (poster), NetSci X, Wrocław, Poland 2016
- Rewiring the network. What helps an innovation to diffuse?, CODYM Spring Workshop, Wrocław, Poland 2014
- Dynamics and viability of a food web model with a detritus path (poster), European Conference on Complex Systems, Barcelona, Spain 2013
- Single species population behaviour in a changing environment (poster), European Conference on Complex Systems, Dresden, Germany 2007
- Competition between multiple time scale phenomena and its impact on population extinction risk, 4th Annual COST P10 Meeting, Palermo, Italy 2007
- Population extinction risk in a changing environment (poster), 23rd Max Born Symposium, Polanica Zdrój, Poland 2007
- Competition and predation in a three species model, Stochastical models in biological sciences, Warszawa, Poland 2006
- Monte Carlo simulations of predator-prey models – an example of an embarrassingly parallel problem, International Cross-Disciplinary Symposium on Physics and Biology, Lysebu, Norway 2005