26 citations · 92 across the 41 of their papers we have counts for
3 papers · 1 filter
A Geometric Approach to Online Streaming Feature Selection
Salimeh Yasaei Sekeh, Madan Ravi Ganesh, Shurjo Banerjee +2
Online Streaming Feature Selection (OSFS) is a sequential learning problem where individual features across all samples are made available to algorithms in a streaming fashion. In…
Geometric Estimation of Multivariate Dependency
Salimeh Yasaei Sekeh, Alfred O. Hero
This paper proposes a geometric estimator of dependency between a pair of multivariate samples. The proposed estimator of dependency is based on a randomly permuted geometric graph…
Feature Selection for multi-labeled variables via Dependency Maximization
Salimeh Yasaei Sekeh, Alfred O. Hero
Feature selection and reducing the dimensionality of data is an essential step in data analysis. In this work, we propose a new criterion for feature selection that is formulated a…