12 citations · 19 across the 11 of their papers we have counts for
5 papers · 1 filter
Foundational theory for optimal decision tree problems. I. Algorithmic and geometric foundations
Xi He
In the first paper (part I) of this series of two, we introduce four novel definitions of the ODT problems: three for size-constrained trees and one for depth-constrained trees. Th…
Optimal hypersurface decision trees
Xi He
Optimal decision trees have attracted increasing attention in recent years, yet existing algorithms face two closely related challenges. First, the trees they construct have limite…
Functional design of efficient and parallelizable combinatorial generators using convolution
Xi He, Zhenjiang Hu, Max. A. Little
The application of program transformation and algebraic methods to the development of efficient combinatorial optimization (CO) algorithms relies on an exhaustive combinatorial gen…
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…
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…