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Research on infodemics (COVID-19 and ASF)
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Colloquium Statistical Methods in Empirical Research
On March 18-20th 2019 together with Andrzej Jarynowski and Marcus Doherr we orginize a workshop on "Social network analysis in one health epidemiology". Travel grants are available. Supported by COST.
Austellung "Seuchen von Tier und Mensch auf Netzwerken" auf der Langen Nacht der Wissenschaften
Co-authorship network. Nodes represent researchers and edges represent shared authorships of scientific publications
In the System Modeling group, complex systems of various nature are investigated. Main focus lies on data-driven research on complex networks, stochastic processes with major application in epidemiology, human and animal mobility, behaviorial science, bioinformatics, system biology of host-pathogen interactions. Being part of the Institute for Veterinary Epidemiology and Biostatistics of the Department of Veterinary Medicine at Freie Universität Berlin, we seek to apply mathematical, statistical, computational, machine learning methods in such a highly interdisplinary field as animal science and medicine in general. We are also involved into teaching at the Department of Mathematics and Informatics as well in the "Master of Science in Statistics" program.
Open Positions
If you are looking for student positions in the field of deep learning for image and text analysis, bioinformatics, statistics, applied machine learning, and complex network analyses of Internet Media please contact the head of the group Prof. Vitaly Belik (vitaly.belik_at_fu-berlin.de).
All interested postdoctoral researchers and PhD applicants are welcome to contact the head of the group Prof. Vitaly Belik as well to discuss possible funding opportunities.
Old advertisement
2 Student positions for development of interactive teaching material is available.
PhD-Postition is available.
If you are interested in working on one of the topics below for your MS/BS/PhD-Project, please contact me: vitaly.belik at fu-berlin.de
- Computer vision and deep learning for animal health assessment
- Internet Media Analysis using Complex Networks and NLP methods
- Modeling lung lesion development caused by Mycobacterium tuberculosis
- Parasite-host-environment dynamics (Studentishe Hilfskraftstelle is available)
- Modeling the spread of African swine fever in Europe
- Microbiome dynamics
- Disease spread on networks of hospitals and animal trade networks
- Time series analysis in application to sensor data on animal behavior for health monitoring(Paid student position is available)
- Hormon dymanics in dogs
- Citation and co-authorship networks analysis
Publications
Spread of African Swine Fever in Poland
Selected Conference contributions
Kerstin E. Müller, Katja Bäumler, Andreas Forkmann, Vitaly Belk, Anastasia Lavrova, Kathrin Friederike Stock, Christina Burau. KLAUENFITNET 2.0 -- ERSTE ERGEBNISSE. Leipziger Tierärzte Kongress, 2022
Andrzej Jarynowski, Alexander Semenov, Monika Wójta-Kempa, Vitaly Belik
"Social dimension of COVID-19 pandemic in Poland on the Internet"
Talk at the COSTNET Virtual Conference, LMU München, 10th July 2020
Andrzej Jarynowski, Alexander Semenov, Vitaly Belik
Protest perspective against COVID-19 risk mitigation strategies on the German Internet
The 9th International Conference on Computational Data and Social Networks (CSoNet 2020)
David Buchmann, Nadin Schultze, Sebastian Günther, Dmitri Stepanov, Vitaly Belik
Prediction and investigation of biofilm inhibition on E. coli based on Machine Learning algorithms
eSymposium of the Society for Medicinal Plant and Natural Product Research am 6./7. November 2020
Selected Publications
Niek Andresen, Manuel Wöllhaf, Katharina Hohlbaum, Lars Lewejohann, Olaf Hellwich, Christa Thöne-Reineke, and Vitaly Belik, working title: Towards a fully automated surveillance of well-being status in laboratory mice using deep learning: Starting with facial expression analysis, PLOS ONE 15(4): e0228059 (2020)
Andrzej Jarynowski, Alexander Semenov, Vitaly Belik
Protest perspective against COVID-19 risk mitigation strategies on the German Internet
in S. Chellappan et al. (Eds.): CSoNet 2020, LNCS 12575, pp. 524–535, Springer Nature Switzerland AG (2020) https://doi.org/10.1007/978-3-030-66046-8_43
A Jarynowski, V Belik, Perception of COVID-19 in Polish Social Media (preprint) medRxiv 2020.05.04.20090993 (2020)https://doi.org/10.1101/2020.05.04.20090993
Jarynowski, A., Wójta-Kempa, M., & Belik, V. (2020). Trends in interest of COVID-19 on Polish Internet. Przeglad epidemiologiczny (Epidemiological Review), 74(2), 258-275 (2020)
Jarynowski A, Wójta-Kempa M, Belik V. Perception of coronavirus on the Polish Internet until arrival of SARS-CoV-2 in Poland, Nursing and Public Health, 10(2) (2020)
Jana Lasser, Matthias Bandtel & Vitaly Belik, Zusammenarbeit mit Praxispartnerinnen und -partnern und Zugang zu Daten, Data Literacy Education Sammelband, Kapitel 7 (to be published)
A Lavrova, K Müller, V Belik et al. Lameness prediction based on pedometer sensors in dairy cows (2020) (to be submitted)
Jarynowski A, Buda A, Platek D, Belik V. African Swine Fever Awareness in the Internet Media in Poland – exploratory review. E-methodology. 2020.:6(6), 100-115. https://doi.org/10.15503/emet2019.100.115
A Zyubin, A Lavrova, O Manicheva, M Dogonadze, Vitaly Belik, M Demin, I Samusev. The cell-wall structure variation in mycobacterium tuberculosis with different drug sensitivity using raman spectroscopy in the high-wavenumber region. Laser Physics Letters, 17(6):065602, (2020)
Esmedljaeva, Diljara S and Lavrova, Anastasia I and Belik, Vitaly and Postnikov, Eugene B, Identification of markers of acute inflammatory process in the pulmonary tuberculosis, 2019 IEEE International Conference on Intelligent Informatics and Biomedical Sciences (ICIIBMS), p. 313-314 (2019)
Anastasia I. Lavrova, D.S. Esmedljaeva, Vitaly Belik, Eugene B. Postnikov, Matrix metalloproteinases as markers of acute inflammation process in the pulmonary tuberculosis. (2019) Data, 4(4), 137.
Andrey Zyubin, Anastasia Lavrova, Olga Manicheva, Marine Dogonadze, Vitaly Belik, Ilya Samusev, Raman spectroscopy reveals M. tuberculosis strains with different antibiotic susceptibility, Laser Physics Letters, 16: 085602 (2019)
J. Heinicke, C. Ammon, V Belik and T Amon, Analysis of the heat load effects on the individual activity of lactating dairy cows under accumulation of heat load in a naturally ventilated barn (submitted to ECPLF Conference)
R Pieper, A Pacheco, V Belik, et al, working title: Abnormal rearing conditions delay effective age as predicted by gut microbiome composition in piglets (in preparation)
Jarynowski A., Belik, V. Choroby przenoszone drogą płciową w dobie Internetu i Ezdrowia – kalkulatory ryzyka, in "Człowiek Zalogowany", Wydawnictwo Uniwersytetu Jagiellońskiego (2019)
Julia Heinicke, Stephanie Ibscher, Vitaly Belik, Thomas Amon, Cow individual activity response to the accumulation of heat load duration. Journal of Thermal Biology. 82, pages: 23-32 (2019) download
J Heinicke, S Ibscher, V Belik, T Amon, Effects of the Accumulation of Heat Load Duration on the Activity Behaviour of Lactating Dairy Cows, in Proceedings of New Engineering Concepts for Valued Agriculture. European Conference (2018), DOI:10.18174/471679
A Jarynowski, V Belik, working title: Inference of the spreading paths of the African Swine Fever in Poland (in preparation)
Leveraging topological and temporal structure of hospital referral networks for epidemic control,
Vitaly Belik, André Karch, Philipp Hövel, and Rafael Mikolajczyk, In: Masuda N., Holme P. (eds) Temporal Network Epidemiology. Theoretical Biology. Springer, Singapore (2017) 199-214
Surveillance for Outbreak Detection in Livestock-Trade Networks.
Frederik Schirdewahn, Vittoria Colizza, Hartmut HK Lentz, Andreas Koher, Vitaly Belik, Philipp Hövel.
In: Masuda N., Holme P. (eds) Temporal Network Epidemiology. Theoretical Biology. Springer, Singapore (2017) 215-240
Control of Epidemics on Hospital Networks.
V Belik, P Hövel, R Mikolajczyk,
in Control of Self-Organizing Nonlinear Systems, Springer (2016) 431-440
Controlling contagious processes on temporal networks via adaptive rewiring.
V Belik, A Fengler, F Fiebig, HHK Lentz, P Hövel,
http://arxiv.org/abs/1509.04054
Unravelling daily human mobility motifs.
CM Schneider, V Belik, T Couronné, Z Smoreda, MC González,
Journal of The Royal Society Interface 10 (84), 20130246 (2013)
Natural human mobility patterns and spatial spread of infectious diseases.
V Belik, T Geisel, D Brockmann,
Physical Review X 1 (1), 011001 (2011)