|Beyond sparsity: Tree regularization of deep models for interpretability|
M Wu, MC Hughes, S Parbhoo, M Zazzi, V Roth, F Doshi-Velez
32nd AAAI Conference on Artificial Intelligence, 2017
|Combining kernel and model based learning for hiv therapy selection|
S Parbhoo, J Bogojeska, M Zazzi, V Roth, F Doshi-Velez
AMIA Summits on Translational Science Proceedings 2017, 239, 2017
|Determinants of HIV-1 reservoir size and long-term dynamics during suppressive ART|
N Bachmann, C von Siebenthal, V Vongrad, T Turk, K Neumann, ...
Nature communications 10 (1), 1-11, 2019
|Information bottleneck for estimating treatment effects with systematically missing covariates|
S Parbhoo, M Wieser, A Wieczorek, V Roth
Entropy 22 (4), 389, 2020
|A reinforcement learning design for HIV clinical trials|
|Greedy structure learning of hierarchical compositional models|
A Kortylewski, A Wieczorek, M Wieser, C Blumer, S Parbhoo, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019
|Improving counterfactual reasoning with kernelised dynamic mixing models|
S Parbhoo, O Gottesman, AS Ross, M Komorowski, A Faisal, I Bon, ...
PloS one 13 (11), e0205839, 2018
|Bayesian markov blanket estimation|
D Kaufmann, S Parbhoo, A Wieczorek, S Keller, D Adametz, V Roth
Artificial Intelligence and Statistics, 333-341, 2016
|Regional tree regularization for interpretability in black box models|
M Wu, S Parbhoo, M Hughes, R Kindle, L Celi, M Zazzi, V Roth, ...
arXiv preprint arXiv:1908.04494, 2019
|Informed MCMC with Bayesian neural networks for facial image analysis|
A Kortylewski, M Wieser, A Morel-Forster, A Wieczorek, S Parbhoo, ...
arXiv preprint arXiv:1811.07969, 2018
|Interpretable off-policy evaluation in reinforcement learning by highlighting influential transitions|
O Gottesman, J Futoma, Y Liu, S Parbhoo, L Celi, E Brunskill, ...
International Conference on Machine Learning, 3658-3667, 2020
|Transfer Learning from Well-Curated to Less-Resourced Populations with HIV|
S Parbhoo, M Wieser, V Roth, F Doshi-Velez
Proceedings of Machine Learning Research 126, 1-19, 2020
|Inverse Learning of Symmetries|
M Wieser, S Parbhoo, A Wieczorek, V Roth
Advances in Neural Information Processing Systems 33, 2020
|Optimizing for interpretability in deep neural networks with tree regularization|
M Wu, S Parbhoo, MC Hughes, V Roth, F Doshi-Velez
arXiv preprint arXiv:1908.05254, 2019
|Causal Inference and Interpretable Machine Learning for Personalised Medicine|
University of Basel, 2019
|Preferential Mixture-of-Experts: Interpretable Models that Rely on Human Expertise as much as Possible|
MF Pradier, J Zazo, S Parbhoo, RH Perlis, M Zazzi, F Doshi-Velez
arXiv preprint arXiv:2101.05360, 0
|Host genomics of the HIV-1 reservoir size and its decay rate during suppressive antiretroviral treatment|
CW Thorball, A Borghesi, N Bachmann, C Von Siebenthal, V Vongrad, ...
JAIDS Journal of Acquired Immune Deficiency Syndromes 85 (4), 517-524, 2020
|Real-time Prediction of COVID-19 related Mortality using Electronic Health Records|
P Schwab, A Mehrjou, S Parbhoo, LA Celi, J Hetzel, M Hofer, B Schölkopf, ...
arXiv preprint arXiv:2008.13412, 2020
|Combining Kernel and Model-Based Reinforcement Learning for HIV Therapy Selection|
S Parbhoo, J Bogojeska, V Roth, F Doshi-Velez
NIPS Machine Learning for Healthcare Workshop, 2016
|Multilink Clustering: An Alternative Approach|