knapsack problem definition application, mathematics
Given a set
of items, each with a cost and a value, determine the number of each item to include in a collection so that the total cost is less than some given cost and the total value is as large as possible.
The 0/1 knapsack problem restricts the number of each items to zero or one.
Such constraint satisfaction
problems are often solved using dynamic programming.
The general knapsack problem is NP-hard
, and this has led to attempts to use it as the basis for public-key encryption
systems. Several such attempts failed because the knapsack problems they produced were in fact solvable by polynomial-time algorithms.
[Are there any trusted knapsack-based public-key cryptosystems?].