Abstract. This paper presents an application of the Fusion-Fission method to the multi-way graph partitioning problem. The Fusion-Fission method was first designed to solve the normalized cut partitioning problem. Its application to the multi-way graph partitioning problem is very recent, thus the Fusion-Fission algorithm has not yet been optimized. Then, the Fusion-Fission algorithm is slower than the state-of-the-art graph partitioning packages. The Fusion-Fission algorithm is compared with JOSTLE, METIS, CHACO and PARTY for four partition's cardinal numbers: 2, 4, 8 and 16, and three partition balance tolerances: 1.00, 1.01 and 1.03. Results show that up to two thirds of time are the partitions returned by Fusion-Fission of greater quality than those returned by state-of-the-art graph partitioning packages.