eXTraAI: EXplainable and TRAnsparent Artificial Intelligence
What We Do
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/09/Asset-1.png)
Our group works on next generation of explainers for predictive models. This will be a disruptive change in the way how machine learning models are created, deployed, and maintained.
Grants
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/09/app-developer-icon-small-02.png)
,,MLGenSig: Machine Learning Methods for building the Integrated Genetic Signatures''
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/09/app-developer-icon-small-01.png)
,,DALEX: Descriptive mAchine Learning EXplanations''
Publications
Key works
Recent contributions
Dalex: Explainers for complex predictive models in R (2018) Biecek, P., 2018, Journal of Machine Learning Research http://www.jmlr.org/papers/volume19/18-416/18-416.pdf
survxai: an R package for structure-agnostic explanations of survival models, Aleksandra Grudziaz, Alicja Gosiewska, Przemyslaw Biecek (2018), Journal of Open Source Software https://www.theoj.org/joss-papers/joss.00961/10.21105.joss.00961.pdf
iBreakDown: Uncertainty of Model Explanations for Non-additive Predictive Models, Alicja Gosiewska, Przemyslaw Biecek 2019, ARXIV: arXiv:1903.11420v1, https://arxiv.org/abs/1903.11420
Extended 3D and 4D cumulative plots for evaluation of unmatched incurred sample reanalysis, Piotr Rudzki, Michał Kaza, Przemysław Biecek (2018), Bioanalysis https://www.future-science.com/doi/abs/10.4155/bio-2017-0210
SMAD7 is a novel independent predictor of survival in patients with cutaneous melanoma, Kaczorowski M, Biecek P, Donizy P, Pieniazek M, Matkowski R, Halon A (2019), Translational Research https://www.ncbi.nlm.nih.gov/pubmed/30342000
more...
more publications
Team
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/przemyslaw_biecek.jpg)
Przemysław Biecek
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/hubert_baniecki.jpg)
Hubert Baniecki
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/10/blank-profile-picture-973460_640.png)
Weronika Hryniewska
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/alicja_gosiewska.jpg)
Alicja Gosiewska
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/katarzyna_kobylinska.jpg)
Katarzyna Kobylińska
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/anna_kozak.jpg)
Anna Kozak
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/wojciech_kretowicz.jpg)
Wojciech Kretowicz
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/michal_kuzba.jpg)
Michał Kuźba
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/szymon_maksymiuk.jpg)
Szymon Maksymiuk
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/tomasz_mikolajczyk.jpg)
Tomasz Mikołajczyk
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/12/katarzyna_woznica.jpg)
Katarzyna Woźnica
Member
![](http://centrum.datascience.edu.pl/wp-content/uploads/2019/09/app-18-1.png)
Have a Project in Mind?
Please get in touch with the head of the group.