Why Testing? Why Should It Cost You?
The authors of this essay consider the costs of the errors that occur in any kind of decision making. In a binary decision there are always two kinds of errors that can be made – saying ‘yes’…
Self-Representation Based Unsupervised Exemplar Selection in a Union of Subsp…
Finding a small set of representatives from an unlabeled dataset is a core problem in a broad range of applications such as dataset summarization and information extraction. Classical exemplar sele…
A Subspace Acceleration Method for Minimization Involving a Group Sparsity-In…
We consider the problem of minimizing an objective function that is the sum of a convex function and a group sparsity-inducing regularizer. Problems that integrate such regularizers arise in modern…
Sequential Quadratic Optimization for Nonlinear Equality Constrained Stochast…
Sequential quadratic optimization algorithms are proposed for solving smooth nonlinear optimization problems with equality constraints. The main focus is an algorithm proposed for the case when the…
Trust-Region Newton-CG with Strong Second-Order Complexity Guarantees for Non…
Worst-case complexity guarantees for nonconvex optimization algorithms have been a topic of growing interest. Multiple frameworks that achieve the best known complexity bounds among a broad class o…
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