no code implementations • 26 Feb 2020 • Jay Whang, Erik M. Lindgren, Alexandros G. Dimakis
We approach this problem as a task of conditional inference on the pre-trained unconditional flow model.
no code implementations • NeurIPS 2018 • Erik M. Lindgren, Murat Kocaoglu, Alexandros G. Dimakis, Sriram Vishwanath
We consider the minimum cost intervention design problem: Given the essential graph of a causal graph and a cost to intervene on a variable, identify the set of interventions with minimum total cost that can learn any causal graph with the given essential graph.
no code implementations • ICML 2017 • Erik M. Lindgren, Alexandros G. Dimakis, Adam Klivans
We require that the number of fractional vertices in the LP relaxation exceeding the optimal solution is bounded by a polynomial in the problem size.
no code implementations • NeurIPS 2016 • Erik M. Lindgren, Shanshan Wu, Alexandros G. Dimakis
The facility location problem is widely used for summarizing large datasets and has additional applications in sensor placement, image retrieval, and clustering.