The Pebble Game Algorithm is a combinatorial algorithm used to solve problems related to network rigidity and matroid theory, essential in understanding structural properties of networks. It efficiently helps in determining the independence and decomposition of graphs, providing insights into graph sparsity and rigidity through a well-defined pebbling process.