Past exam of the mathematics course of the University of Cambridge 2024 ib Paper 1 7H b Solution Created 2026-09-24 Updated 2026-09-25
The dual from part (a) isThe point is dual feasible and has value . The primal pointis feasible and also has objective valueBy weak duality, neither point can be improved, soThe strict dual inequalities for and , together with complementary slackness, force at any optimum; the two tight primal constraints then force and . Thus the displayed minimizer is unique.
Past exam of the mathematics course of the University of Cambridge 2025 ib Paper 4 18H a Solution Created 2026-09-24 Updated 2026-09-25
Introduce unrestricted row and column potentials . The dual isPrimal and dual feasible solutions are optimal precisely when complementary slackness holds:Indeed, the primal--dual objective gap is , a sum of nonnegative terms.
Resource congestion price 2026-10-06
A resource congestion price signals scarcity at a capacity-constrained link. Under multiplicative resource-price dynamics, its increase indicates excess demand and its decrease indicates spare capacity. A route pays the sum of these prices, its route congestion price. A zero resource congestion price at an optimum satisfies complementary slackness with possible spare capacity.
Uncapacitated minimum-cost flow 2026-10-06
An uncapacitated minimum-cost flow has nonnegative edge flows without finite upper capacities. The flow balances prescribe net supply at each vertex. For the oriented incidence matrix convention with tail and head , vertex network dual potentials have network reduced costs . Nonnegative network reduced costs and complementary slackness certify a feasible optimum. A feasible negative-cost directed cycle makes the problem unbounded below.