Interior Point Methods

Why it matters

Interior point competes with simplex. Understanding shapes modern LP.

The architecture

Barrier function penalizes boundary.

Newton step toward central path.

Reduce barrier weight.

How it works end to end

Karmarkar 1984 breakthrough.

Primal-dual variants.

Polynomial O(n^3.5 L).

Preferred for large sparse LPs.