HDI-Forest improves regression prediction intervals using Random Forest.
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A general formulation of optimization problems in which various candidate solutions may use different feature-sets is presented, encompassing supervised classification, automated program learning and other cases. A novel characterization of the concept of a "good quality feature" for such an optimization problem is pro…
How can we measure whether a natural language generation system produces both high quality and diverse outputs? Human evaluation captures quality but not diversity, as it does not catch models that simply plagiarize from the training set. On the other hand, statistical evaluation (i.e., perplexity) captures diversity b…
New method improves ensemble quality by exploring the pre-train basin more effectively.
AirRL uses RL to infer urban air quality from selected stations.
Automatically evaluates image quality based on human judgment.
SciSports is a Dutch startup company specializing in football analytics. This paper describes a joint research effort with SciSports, during the Study Group Mathematics with Industry 2018 at Eindhoven, the Netherlands. The main challenge that we addressed was to automatically process empirical football players' traject…
Self-supervised learning improves ECG classification performance.
A single pre-trained agent guides feature selection using knockoffs.