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stat.ML2022
Soft-SVM Regression For Binary Classification
Man Huang, Luis Carvalho
The binomial deviance and the SVM hinge loss functions are two of the most widely used loss functions in machine learning. While there are many similarities between them, they also…
stat.ML2021
Deviance Matrix Factorization
Liang Wang, Luis Carvalho
We investigate a general matrix factorization for deviance-based data losses, extending the ubiquitous singular value decomposition beyond squared error loss. While similar approac…