faster alternatives to solve()

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If chol2inv(chol(matrix)) is not applicable to my matrix (not a positive-definite square matrix), is there any other alternative methods in R to do matrix inversion (or avoiding the inversion). I am attempting to invert matrices of size 10K by 10K to 15K by 15K in a reasonable amount of time.

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