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20202026
most citedMaximizing information from chemical engineering data sets: Applications to machine learning

110 citations · 185 across the 21 of their papers we have counts for

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math.OC2021★ 13 cited

Partition-based formulations for mixed-integer optimization of trained ReLU neural networks

Calvin Tsay, Jan Kronqvist, Alexander Thebelt +1

This paper introduces a class of mixed-integer formulations for trained ReLU neural networks. The approach balances model size and tightness by partitioning node inputs into a numb…

math.OC2021

Between steps: Intermediate relaxations between big-M and convex hull formulations

Jan Kronqvist, Ruth Misener, Calvin Tsay

This work develops a class of relaxations in between the big-M and convex hull formulations of disjunctions, drawing advantages from both. The proposed "P-split" formulations split…