Rod Cutting Problem - Solution Using DP
Explore the Rod Cutting problem and understand how dynamic programming can optimize recursive solutions. Learn to implement memoization to store intermediate results, reducing exponential time complexity and improving efficiency in revenue calculation.
We'll cover the following...
We'll cover the following...
The problem with the previous approach
Because we implemented the solution using Recursion in the previous lesson, we got exponential time complexity. By visualizing the recursion tree, we can easily confirm that the subproblems are overlapping, and thus we can use dynamic programming to solve this problem. Let’s first look at the recursion tree for RodCut(6), RodCut(5), RodCut(4), and RodCut(3) only to confirm that the subproblems are overlapping.
Recursion Tree for RodCut(6)
Recursion Tree for RodCut(5)
Recursion Tree for RodCut(4)
Recursion Tree for RodCut(3)