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Samik Basu

5 accepted papers

2024

Improved Evolutionary Algorithms for Submodular Maximization with Cost Constraints

IJCAI 2024poster

We present an evolutionary algorithm evo-SMC for the problem of Submodular Maximization under Cost constraints (SMC). Our algorithm achieves 1/2-approximation with a high probability 1-1/n within O(n2 K) iterations, where K denotes the maximum size of a feasible solution set with cost constraint B.…

2023

Maximizing submodular functions under submodular constraints

UAI 2023poster

We consider the problem of maximizing submodular functions under submodular constraints by formulating the problem in two ways: SCSKC and DiffC. Given two submodular functions f and g where f is monotone, the objective of SCSKC problem is to find a set S of size at most k that maximizes f(S) under…

Cited by 5SourcePDFScholar
2023

Size-constrained k-submodular maximization in near-linear time

UAI 2023poster

We investigate the problems of maximizing k-submodular functions over total size constraints and over individual size constraints. k-submodularity is a generalization of submodularity beyond just picking items of a ground set, instead associating one of k types to chosen items. For sensor selection…

Cited by 10SourcePDFScholar