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cs.LG2023
Regularization and Optimization in Model-Based Clustering
Raphael Araujo Sampaio, Joaquim Dias Garcia, Marcus Poggi +1
Due to their conceptual simplicity, k-means algorithm variants have been extensively used for unsupervised cluster analysis. However, one main shortcoming of these algorithms is th…
cs.LG2022★ 1 cited
Flexible Differentiable Optimization via Model Transformations
Mathieu Besançon, Joaquim Dias Garcia, Benoît Legat +1
We introduce DiffOpt.jl, a Julia library to differentiate through the solution of optimization problems with respect to arbitrary parameters present in the objective and/or constra…