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Gen-Oja: A Two-time-scale approach for Streaming CCA [article]

Kush Bhatia, Aldo Pacchiano, Nicolas Flammarion, Peter L. Bartlett, Michael I. Jordan
2020 arXiv   pre-print
We propose a simple and efficient algorithm, Gen-Oja, for these problems.  ...  In this paper, we study the problems of principal Generalized Eigenvector computation and Canonical Correlation Analysis in the stochastic setting.  ...  In this section, we present our main convergence guarantee for Gen-Oja when applied to the streaming generalized eigenvector problem.  ... 
arXiv:1811.08393v2 fatcat:flbpoxp7djauhaxx3pvtvdpv2u