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stat.ML2018★ 4 cited
Randomized Iterative Algorithms for Fisher Discriminant Analysis
Agniva Chowdhury, Jiasen Yang, Petros Drineas
Fisher discriminant analysis (FDA) is a widely used method for classification and dimensionality reduction. When the number of predictor variables greatly exceeds the number of obs…
stat.ML2017
Structural Conditions for Projection-Cost Preservation via Randomized Matrix Multiplication
Agniva Chowdhury, Jiasen Yang, Petros Drineas
Projection-cost preservation is a low-rank approximation guarantee which ensures that the cost of any rank- projection can be preserved using a smaller sketch of the original da…