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stat.ML2020
-means on Positive Definite Matrices, and an Application to Clustering in Radar Image Sequences
Daniel Fryer, Hien Nguyen, Pascal Castellazzi
We state theoretical properties for -means clustering of Symmetric Positive Definite (SPD) matrices, in a non-Euclidean space, that provides a natural and favourable representat…
stat.ML2020★ 8 cited
Explaining the data or explaining a model? Shapley values that uncover non-linear dependencies
Daniel Vidali Fryer, Inga Strümke, Hien Nguyen
Shapley values have become increasingly popular in the machine learning literature thanks to their attractive axiomatisation, flexibility, and uniqueness in satisfying certain noti…