A path-following algorithm is a numerical method used in optimization that iteratively moves towards the solution of a mathematical problem by following a continuous path in the feasible region. This approach is particularly effective in solving linear programming problems through the primal-dual interior point methods, allowing for efficient navigation of the feasible region while maintaining primal and dual feasibility throughout the optimization process.
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