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Gradient-related

Gradient-related is a term used in multivariable calculus to describe a direction. A direction sequence {d} is gradient-related to {x} if for any subsequence {x} that converges to a nonstationary point, the corresponding subsequence {d} is bounded and satisfies''

limsup∇f(xd < 0.

A gradient-related direction is usually encountered in the gradient-based iterative optimisation of a function f. At each iteration k the current vector is x and we move in the direction d, thus generating a sequence of directions.

It is easy to guarantee that the directions we generate are gradient-related, by for example setting them equal to the gradient at each point.

Category:Vector calculus