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Coordinate great circle descent algorithm with application to single-index models

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Coordinate descent algorithm has been widely used to solve high dimensional optimization problems with a non-differentiable objective function recently. To provide theoretical justification, Tseng (2001) showed that it leads to a stationary point when the non-... ...