Search Results for author: Yi-Qing Wang

Found 2 papers, 1 papers with code

Master your Metrics with Calibration

1 code implementation6 Sep 2019 Wissam Siblini, Jordan Fréry, Liyun He-Guelton, Frédéric Oblé, Yi-Qing Wang

Machine learning models deployed in real-world applications are often evaluated with precision-based metrics such as F1-score or AUC-PR (Area Under the Curve of Precision Recall).

Fairness

Adversarial confidence and smoothness regularizations for scalable unsupervised discriminative learning

no code implementations4 Jun 2018 Yi-Qing Wang

In this paper, we consider a generic probabilistic discriminative learner from the functional viewpoint and argue that, to make it learn well, it is necessary to constrain its hypothesis space to a set of non-trivial piecewise constant functions.

Clustering

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