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cs.LG2024
Optimization of Inter-group Criteria for Clustering with Minimum Size Constraints
Eduardo S. Laber, Lucas Murtinho
Internal measures that are used to assess the quality of a clustering usually take into account intra-group and/or inter-group criteria. There are many papers in the literature tha…
cs.LG2021★ 6 cited
Shallow decision trees for explainable -means clustering
Eduardo Laber, Lucas Murtinho, Felipe Oliveira
A number of recent works have employed decision trees for the construction of explainable partitions that aim to minimize the -means cost function. These works, however, largely…
cs.LG2021★ 1 cited
On the price of explainability for some clustering problems
Eduardo Laber, Lucas Murtinho
The price of explainability for a clustering task can be defined as the unavoidable loss,in terms of the objective function, if we force the final partition to be explainable. Here…