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Scale Invariant Power Iteration
In this work, we introduce a new class of optimization problems called scale invariant problems and prove that they can be efficiently solved by scale invariant power iteration (SCI-PI) with a generalized convergence guarantee of power iteration.
A Simple and Fast Algorithm for L1-norm Kernel PCA
We present an algorithm for L1-norm kernel PCA and provide a convergence analysis for it.
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