WRSWorld Research StateContribute
WORLD RESEARCH STATE

Kuhn and Tucker: nonlinear programming optimality conditions

Contribution grade

Optimization and operations research · METHOD

Reference score200,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Formulated multiplier necessary conditions and saddle-point analysis for nonlinear constraints.

Scientific scope

The record is the exact two-author 1951 Berkeley Symposium paper. The conditions are not automatically sufficient without additional assumptions and do not absorb Karush’s earlier thesis, later constraint qualifications or modern numerical algorithms.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record is the exact two-author 1951 Berkeley Symposium paper. The conditions are not automatically sufficient without additional assumptions and do not absorb Karush’s earlier thesis, later constraint qualifications or modern numerical algorithms.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

Full scientific record · Browse contribution grades · Request a correction