LearningShapelets implmentation for imbalanced dataset in the params providing class_weights and loss will be helpful

[harika-jayanthi-3295]

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[jonaslandsgesell]

A differentiable version of the score as a loss function during training would also be interesting for imbalanced classes in a binary classification setting: https://stackoverflow.com/a/65320239/12229416