Theory of Complex Systems Department
Marian Smoluchowski Institute of Physics
Jagiellonian University
Dr Jeremi Ochab
Contact
Research interests
In general search for applications of statistical physics and machine learning to neurophysiological and behavioural data (EEG, fMRI, actigraphy, etc.) and to linguistic data (style and authorship of literary texts; see, project computationalstylistics.github.io). I have conducted research on: detection of modules in complex networks/graphs, random walks (http://arxiv.org/abs/1004.3667), synchronisation, and epidemic modelling. I am also tangentially interested in linguistics and translation.
My most recent CV is available here.
General information
I graduated in theoretical physics (as a part of Interdisciplinary Studies in Mathematics and Natural Sciences programme) and took my doctorate at the Jagiellonian University. At the moment I am an assistant professor at the Department of Theory of Complex Systems, collaborating with prof. Maciej A. Nowak and prof. Dante R. Chialvo, as well as a member of Computational stylistics research group at the Institute of Polish Language, Polish Academy of Sciences. I have been a principal investigator in grants financed by the National Science Centre of Poland: Sonata 9, titled Application of the complex systems theory in multidimensional fluctuation analysis of human brain EEG signals (grant no. 2015/17/D/ST2/03492) and Preludium 5, titled Statistical foundations in detection of modular structures in complex networks (grant no. 2013/09/N/ST6/01419), and I worked in in a Maestro grant Interdisciplinary applications of random matrix theory. My Phd studies (2009-2013) were funded from the scholarship of the Foundation for Polish Science (Fundacja Nauki Polskiej www.fnp.org.pl), as the project Dynamical systems on complex networks within the Jagellonian University International PhD Studies in Physics of Complex Systems (http://www.mpd.if.uj.edu.pl) under supervision of prof. Z. Burda. I have been awarded the scholarship for PhD students for outstanding achievements by the Polish Ministry of Science and Higher Education in 2013.
Teaching
This year I am (co-)teaching courses in:
I have conducted the courses:
- logic and set theory (classes, 1st y. students of applied computer science, 1 semester),
- computational methods in physics (classes, 1st y. students of physics, 1 semester),
- introduction to data analysis (lab in English, 2nd-3rd y. students of applied computer science, 1 semester),
- statistical field theory (classes, 4th y. students of theoretical physics, 1 semester),
- discrete mathematics (classes, 1st/2nd y. students of applied computer science, 1 semester),
- supplementary lectures in mathematics (classes, 1st y. students of physics/biophysics/..., 1 semester),
- 1st physics laboratory (1 semester).
Master and bachelor theses
Let's talk, if you are interested in:Neuroimaging – neuroimaging – neuropsychology
N2. Correlatiing neurophysiological, actigraphic, and behavioural data in chronic sleep deficit
N3. Classification of human chronotypes based on genes, actigraphy, and neuroimaging
Text-mining – linguistics
L1. Classifier of literary style chronologyL2. Classifier of text authorship based on time-series analysis
L3. Complex network analysis for text clustering
L4. Text-mining i machine learning of papyri
Current students:
- mgr A. Ceglarek, Application of nonlinear correlation in the functional magnetic resonance data analysis, psychology (co-supervisor)
- mgr M. Kądzioła, L5. Supporting recognition and authorial profiling of spoken texts with computational stylistics, linguistics (co-supervisor, IPL PAS)
- lic. W. Ozimek, Automatic summary of texts in Polish, applied computer science, 2020
Previous students:
- lic. M. Lotka, EEG signal segmentation for human response detection, physics, 2020
- lic. M. Rams, The stability of the AR models of the EEG signal, physics, 2020
- mgr A. Katarzyńska, Identification of artifacts in electroencephalographic signal (EEG), biophysics, 2017
- mgr A. Porzucek, Study of the EEG signal quality acquired using active electrodes, biophysics, 2017
Recent papers
Theses
- MA in English-Polish translation (2014):
Computational stylistics and authorship attribution: what it measures and why it works,
Supervisor: dr Jan Rybicki
Institute of English Studies, Jagiellonian University, Kraków - PhD in physics (2013):
Static and dynamic properties of selected stochastic processes on complex networks,
Supervisor: prof. dr hab. Zdzisław Burda
Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków - MSci in physics (2009):
The conditions of full synchronization in generalized Kuramoto models [in Polish],
Supervisor: dr hab. Paweł F. Góra
Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków
Translations
- Gordon L. Dillow, Kosmiczne zderzenia, asteroidy zabójcy i wyścig w obronie Ziemi, Kraków, 2020. (in original: Fire in the Sky: Cosmic Collisions, Killer Asteroids, and the Race to Defend Earth, Scribner, 2019.)
- Neil deGrasse Tyson, Gregory Mone, Astrofizyka dla młodych zabieganych, Insignis, Kraków, 2019. (in original: Astrophysics for Young People in a Hurry, Norton Young Readers, 2018.)
- Raman Prinja, Chris Wormell, Planetarium. Muzeum Kosmosu, Wydawnictwo Dwie Siostry: Warszawa, 2019. (in original: Planetarium, Big Picture Press, 2018.)
- Carlo Rovelli, Tajemnica czasu, Wydawnictwo Feeria: Łódź, 2019. (in original: L'ordine del tempo, Adelphi, 2017.)
- Neil deGrasse Tyson, Astrofizyka dla zabieganych, Insignis: Kraków, 2017. (in original: Astrophysics for People in a Hurry, W.W. Norton & Company, 2017.)
- Helen Czerski, Burza w szklance wody. Fizyka w życiu codziennym, Czarna Owca: Warszawa, 2017. (in original: Storm in a Teacup: The physics of everyday life, Bantam Press, 2016.)
- Randall Munroe, Tłumacz rzeczy, złożone sprawy w prostych słowach, Czarna Owca: Warszawa, 2016. (in original: Thing Explainer: Complicated Stuff in Simple Words, Houghton Mifflin Harcourt, 2015.)
Presentations, posters and files
- J. K. Ochab "Reinventing the Triangles: Rule of Thumb for Assessing Detectability," The 11th International Conference on Signal Image Technology & Internet Based Systems, Bangkok, 2015 POSTER.
- Notice by Polish Press Agency - Science and Scholarship in Poland: Osoby wyspane odpoczywają… spokojniej niż niewyspane [in Polish].
- J.K. Ochab, "Dynamics of Maximal Entropy Random Walk and Generic Random Walk on Cayley trees," http://demonstrations.wolfram.com, January 31, 2012.
- J.K. Ochab, "Stationary states of Maximal Entropy Random Walk and Generic Random Walk on Cayley trees," http://demonstrations.wolfram.com, January 17, 2012.
- J. K. Ochab, Z. Burda, "Maximal-Entropy Random Walk, Centrality Measures and Communities," European Conference on Complex Systems, Brussels, 2012, POSTER.
- J. K. Ochab, Z. Burda, "Dynamics of Maximal Entropy Random Walk: solvable cases," European Conference on Complex Systems, Vienna, 2011, POSTER.
- J. Ochab, Z. Burda, W. Janke, H. Nagel, B. Waclaw, "Pair-Factorised Steady State model exhibits condensate''s growth on monolayers," 12th International NTZ-Workshop on New Developments in Computational Physics "CompPhys11", Leipzig, 2011, PRESENTATION.
- J.K. Ochab, P.F. Góra, "Epidemic thresholds for a static and dynamic small-world network," Random geometry and applications, NORDITA, Stockholm, 2010, PRESENTATION.
- Epidemic spread on a dynamic small-world network, ANIMATION (green pixels = susceptible, red = removed/recovered, yellow = infected/infectious; blue lines = long-range dynamic links that enhance the epidemic''s speed, range and toll).