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cs.LG2025
Deep-ICE: the first globally optimal algorithm for minimizing 0-1 loss in two-layer ReLU and maxout networks
Xi He, Yi Miao, Max A. Little
This paper introduces the first globally optimal algorithm for the empirical risk minimization problem of two-layer maxout and ReLU networks, i.e., minimizing the number of misclas…
cs.LG2025
Proper decision trees: An axiomatic framework for solving optimal decision tree problems with arbitrary splitting rules
Xi He, Max A. Little
We present an axiomatic framework for analyzing the algorithmic properties of decision trees. This framework supports the classification of decision tree problems through structura…
cs.LG2024
EKM: An exact, polynomial-time algorithm for the -medoids problem
Xi He, Max A. Little
The -medoids problem is a challenging combinatorial clustering task, widely used in data analysis applications. While numerous algorithms have been proposed to solve this proble…