938 citations
- Turing InstituteGB120 papers
- University of CambridgeGB50 papers
- Queen Mary University of LondonGB44 papers
- University College LondonGB42 papers
- University of OxfordGB38 papers
- Imperial College LondonGB32 papers
- University of WarwickGB32 papers
- University of ManchesterGB26 papers
- University of EdinburghGB18 papers
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- Institut national de recherche en sciences et technologies du numériqueFR15 papers
- Centre National de la Recherche ScientifiqueFR11 papers
Showing 2019 · cs.LGShow all
3 papers · 2 filters
cs.LG2019★ 162 cited
Beyond temperature scaling: Obtaining well-calibrated multiclass probabilities with Dirichlet calibration
Meelis Kull, Miquel Perello-Nieto, Markus Kängsepp +3
Class probabilities predicted by most multiclass classifiers are uncalibrated, often tending towards over-confidence. With neural networks, calibration can be improved by temperatu…
cs.LG2019★ 1 cited
Multi-Task Time Series Analysis applied to Drug Response Modelling
Alex Bird, Christopher K. I. Williams, Christopher Hawthorne
Time series models such as dynamical systems are frequently fitted to a cohort of data, ignoring variation between individual entities such as patients. In this paper we show how t…
cs.LG2019★ 7 cited
Efficient Search for Diverse Coherent Explanations
Chris Russell
This paper proposes new search algorithms for counterfactual explanations based upon mixed integer programming. We are concerned with complex data in which variables may take any v…