AI Medical Compendium Journal:
KDD : proceedings. International Conference on Knowledge Discovery & Data Mining

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The Selective Labels Problem: Evaluating Algorithmic Predictions in the Presence of Unobservables.

KDD : proceedings. International Conference on Knowledge Discovery & Data Mining
Evaluating whether machines improve on human performance is one of the central questions of machine learning. However, there are many domains where the data is in the sense that the observed outcomes are themselves a consequence of the existing choi...

Network Lasso: Clustering and Optimization in Large Graphs.

KDD : proceedings. International Conference on Knowledge Discovery & Data Mining
Convex optimization is an essential tool for modern data analysis, as it provides a framework to formulate and solve many problems in machine learning and data mining. However, general convex optimization solvers do not scale well, and scalable solve...