Prof. Witold R. Rudnicki
ORCID:
PUBLICATIONS AND CONFERENCES
2020
- W. Lesiński, K Mnich, A. Kitlas Golińska, W.R. Rudnicki Integration of human cell lines gene expression and chemical properties of drugs for Drug Induced Liver Injury prediction
- K. Mnich, A. Kitlas Golińska, A. Polewko-Klim, W.R. Rudnicki Bootstrap bias corrected cross validation applied to super learning arXiv preprint arXiv:2003.08342
- W.R. Rudnicki, R. Piliszek, Estimate of Covid-19 prevalence using imperfect data medRxiv
- K. Niedzielewski, M.E. Marchwiany, R. Piliszek, M. Michalewicz, W. Rudnicki Multidimensional Feature Selection and High Performance ParalleXSN Computer Science 1 (1) (2020), 40. DOI: 10.1007/s42979-019-0037-5
K. Mnich, W.R. RudnickiAll-relevant feature selection using multidimensional filters with exhaustive search Information Sciences 524 (2020) 277-297.
2019
- among others: A. Golińska, W. Lesiński, A. Polewko-Klim, W. Rudnicki
Stratification of amyotrophic lateral sclerosis patients: a crowdsourcing approach
Scientific Reports 9 (2019), 1-14. DOI: 10.1038/s41598-018-36873-4
2017
- among others: A. Golińska, W. Lesiński, A. Polewko-Klim, W. Rudnicki
A DREAM Challenge to Build Prediction Models for Short-Term Discontinuation of Docetaxel in Metastatic Castration-Resistant Prostate Cancer
JCO Clinical Cancer Informatics 1 (2017), 1-15. DOI: 10.1200/CCI.17.00018 - among others: A. Golińska, W. Lesiński, A. Polewko-Klim, W. Rudnicki
Prediction of overall survival for patients with metastatic castration-resistant prostate cancer: development of a prognostic model through a crowdsourced challenge with open clinical trial data
Lancet Oncology 18 (2017), 1, 132-142. DOI: 10.1016/S1470-2045(16)30560-5 - among others: A. Golińska, W. Lesiński, A. Polewko-Klim, W. Rudnicki
Predicting human olfactory perception from chemical features of odor molecules
Science 355 (2017), 6327, 820-826. http://science.sciencemag.org/content/sci/suppl/2017/02/17/science.aal2014.DC1/Keller_SM.pdf. DOI: 10.1126/science.aal2014 - among others: W. Rudnicki A Community Challenge for Inferring Genetic Predictors of Gene Essentialities through Analysis of a Functional Screen of Cancer Cell Lines Cell Systems 5(5) (2017), 485-497. DOI: 10.1016/j.cels.2017.09.004
- A.Polewko-Klim, W. Lesiński, A. Kitlas Golińska, M. Siwek, K. Mnich, W. R. Rudnicki, Application of the random forest method in identification of candidate genes in quantitative trait loci regions for adaptive immune responses of chicken, Symposium “Computational Approaches in Precision Medicine”, 27–28.7.2017, Vienna, Austria
2016
- A. Golińska, W. Lesiński*, A. Polewko-Klim, A. Przybylski, W. Rudnicki Random Forest as a Tool in Arrythmia Prediction 9th Symposium of the Polish Bioinformatics Society, Białystok, Poland, 2016, Sep 28-30 PTBI Polish Bioinformatics Society, Faculty of Mathematics and Informatics, University of Białystok (org.)
- A. Kitlas Golińska, W. Lesiński, A. Polewko-Klim, W. Rudnicki, M. Siwek
Identification of genetic markers for adaptive and innate immune traits in chickens using Random Forest (poster)
9th Symposium of the Polish Bioinformatics Society, Białystok, Poland, 2016, Sep 28-30
PTBI Polish Bioinformatics Society, Faculty of Mathematics and Informatics, University of Białystok (org.)
A. Golińska, W. Lesiński, A. Polewko-Klim, A. Przybylski, W. Rudnicki
Predicting arrhythmia with Random Forest (poster)
ECCB 2016: 15th European Conference on Computational Biology, Hague, Netherlands, 2016, Sep 3-7
Dutch Techcentre for Life Sciences, the BioSB research school and ELIXIR (org.)
(conference site: http://www.eccb2016.org/, will be at http://eccb.iscb.org/) - W. R. Rudnicki, K. Mnich, S. Migacz, P. Tabaszewski, A. Sułecki, A. Polewko-Klim, W. Lesiński, A. Golińska, Identification of informative variables: a tool for knowledge discovery in life sciences,
Abstracts of the BIO 2016 Congress Wrocław, Poland September 13th–16th
2016, Acta Biochimica Polonica, Supplement 2, 2016, 163
A. Polewko-Klim, W. Lesiński, A. Kitlas Golińska, M. Siwek, K. Mnich, W. R. Rudnicki, Application of the random forest method in identification of candidate genes in quantitative trait loci regions for adaptive immune responses of chicken, 15th European Conference on Computational Biology, ECCB 2016, 3-7.09.2016, Haga, Holandia (https://f1000research.com/posters/5-2184)
W. R. Rudnicki, K. Mnich, S. Migacz, P. Tabaszewski, A. Rościszewski, A. Sułecki, A. Polewko-Klim, W. Lesiński, A. Golińska, Search for Relevant Variables in Multidimensional World, 7th Podlasie Conference on Mathematics, 8-11.06.2016, Białystok, Abstract Book, 71
2015
- W. R. Rudnicki, W. Lesiński, A. Polewko-Klim, K. Mnich, A. Golińska, Feature Selection & Random Forest for ALS prediction, RECOMB/ISCB Conference on Regulatory and Systems Genomics, with Dream Challenges 2015, 15-18.11.2015, Philadelphia, USA (Poster: DR07)