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Efficient Online Inverse Optimization with $O(d)$ Regret

Cai, Yang et al.
arXiv (OAI Expanded) · Papers
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data-structures-and-algorithmsmachine-learning
We give a deterministic algorithm for online inverse linear optimization with regret $O(d)$, uniform in the horizon and $O(d^{2})$ time per round. A bound of this order was obtained recently by Dewasurendra, settling a question of Gollapudi et al.\ and of Oki and Sakaue, but by an improper rule that
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