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cs.LG2022
Hub-VAE: Unsupervised Hub-based Regularization of Variational Autoencoders
Priya Mani, Carlotta Domeniconi
Exemplar-based methods rely on informative data points or prototypes to guide the optimization of learning algorithms. Such data facilitate interpretable model design and predictio…
cs.LG2020
Unsupervised Selective Manifold Regularized Matrix Factorization
Priya Mani, Carlotta Domeniconi, Igor Griva
Manifold regularization methods for matrix factorization rely on the cluster assumption, whereby the neighborhood structure of data in the input space is preserved in the factoriza…