1 code implementation • 12 Nov 2018 • Jessa Bekker, Jesse Davis
Learning from positive and unlabeled data or PU learning is the setting where a learner only has access to positive examples and unlabeled data.
1 code implementation • 10 Sep 2018 • Jessa Bekker, Pieter Robberechts, Jesse Davis
Most positive and unlabeled data is subject to selection biases.
no code implementations • 27 Aug 2018 • Jessa Bekker, Jesse Davis
Experiments show that our method is not only very capable of learning under this assumption, but it also outperforms the state of the art for learning under the selected completely at random assumption.
no code implementations • 9 Dec 2016 • Jessa Bekker, Arjen Hommersom, Martijn Lappenschaar, Jesse Davis
Our results confirm that prescriptions may lead to unintended negative consequences in further development of multimorbidity in cardiovascular diseases.
no code implementations • NeurIPS 2015 • Jessa Bekker, Jesse Davis, Arthur Choi, Adnan Darwiche, Guy Van Den Broeck
We propose a tractable learner that guarantees efficient inference for a broader class of queries.