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2018

Kortylewski, Adam and Wieser, Mario and Morel-Forster, Andreas and Wieczorek, Aleksander and Parbhoo, Sonali and Roth, Volker and Vetter, Thomas. (2018) Informed MCMC with Bayesian Neural Networks for Facial Image Analysis. In: NeurIPS 2018, Bayesian Deep Learning Workshop. pp. 1-4.

Parbhoo, Sonali and Gottesman, Omer and Ross, Andrew Slavin and Komorowski, Matthieu and Faisal, Aldo and Bon, Isabella and Roth, Volker and Doshi-Velez, Finale. (2018) Improving counterfactual reasoning with kernelised dynamic mixing models. PloS one, 13 (11). e0205839.

Wu, Mike and Hughes, Michael C. and Parbhoo, Sonali and Zazzi, Maurizio and Roth, Volker and Doshi-Velez, Finale. (2018) Beyond Sparsity: Tree Regularization of Deep Models for Interpretability. In: Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, (AAAI-18). pp. 1670-1678.

2017

Parbhoo, Sonali and Bogojeska, Jasmina and Zazzi, Maurizio and Roth, Volker and Doshi-Velez, Finale. (2017) Combining Kernel and Model Based Learning for HIV Therapy Selection. Amia Summits on Translational Science Proceedings, 2017. pp. 239-248.

2016

Kaufmann, Dinu and Parbhoo, Sonali and Wieczorek, Aleksander and Keller, Sebastian and Adametz, David and Roth, Volker . (2016) Bayesian Markov Blanket Estimation. In: Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, AISTATS 2016, Cadiz, Spain, May 9-11, 2016, 51. pp. 333-341.