The Network Simplex Algorithm is a specialized version of the simplex method designed to solve network flow problems efficiently by exploiting the sparse and structured nature of network constraints. It iteratively adjusts flows along cycles in the network to find the optimal solution, making it particularly effective for large-scale transportation and assignment problems.