Abstract: Highlights•Construct an effective coordinate descent method based on two direction vectors.•Propose a new solution space by the above two vectors.•Construct a greedy double subspaces coordinate descent method (GDSCD).•GDSCD improves convergence efficiency for matrices with highly coherent columns.
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