3 papers
stat.ML2019
Subspace clustering without knowing the number of clusters: A parameter free approach
Vishnu Menon, Gokularam M, Sheetal Kalyani
Subspace clustering, the task of clustering high dimensional data when the data points come from a union of subspaces is one of the fundamental tasks in unsupervised machine learni…
stat.ML2018
Structured and Unstructured Outlier Identification for Robust PCA: A Non iterative, Parameter free Algorithm
Vishnu Menon, Sheetal Kalyani
Robust PCA, the problem of PCA in the presence of outliers has been extensively investigated in the last few years. Here we focus on Robust PCA in the outlier model where each colu…
stat.ML2018
Fast, Parameter free Outlier Identification for Robust PCA
Vishnu Menon, Sheetal Kalyani
Robust PCA, the problem of PCA in the presence of outliers has been extensively investigated in the last few years. Here we focus on Robust PCA in the column sparse outlier model.…