The Successive Shortest Path Algorithm is an efficient method used to solve the minimum cost flow problem by iteratively finding the shortest path for augmenting flows in a network. It leverages dual variables to maintain reduced costs and ensures optimality through repeated adjustments of flow along these paths until no negative cost cycles remain.