Why does the greedy coin change algorithm not work for some coin sets?

Question

I understand how the greedy algorithm for the coin change problem (pay a specific amount with the minimal possible number of coins) works - it always selects the coin with t

Answer 1

A set which forms a matroid (https://en.wikipedia.org/wiki/Matroid) can be used to solve the coin changing problem by using greedy approach. In brief, a matroid is an ordered pair M = (S,l) satisfying the following conditions:

1. S is a finite nonempty set
2. l is a nonempty family of subsets of S, called the independent subsets,such that if B->l and A is a subset of B, then A -> l
3. If A-> l, B-> l and |A| < |B|, then there is some element x-> B-A such that A U {x} ->l

In our question of coin changing, S is a set of all the coins in decreasing order value We need to achieve a value of V by minimum number of coins in S

In our case, l is an independent set containing all the subsets such that the following holds for each subset: the summation of the values in them is <=V

If our set is a matroid, then our answer is the maximal set A in l, in which no x can be further added

To check, we see if the properties of matroid hold in the set S = {25,15,1} where V = 30 Now, there are two subsets in l: A = {25} and B= {15,15} Since |A| < |B|, then there is some element x-> B-A such that A U {x} ->l (According 3) So, {25,15} should belong to l, but its a contradiction since 25+15>30

So, S is not a matroid and hence greedy approach won't work on it.