Computing Geodesic Tree Distances with the GTP Algorithm by Miguel António Gomes Caires MSc thesis presentation and discussion. Date: 2021-Dec-21 Time: 14:00 Room: Zoom Abstract: The geometry of tree space $\mathcal{T}_n$ introduced by Billera, Holmes, and Vogtmann provides an effective way of comparing phylogenetic trees in the form of the geodesic distance, i.e. the length of the shortest path from one tree to another. We study and implement the first polynomial-time algorithm for finding geodesic paths in tree space $\mathcal{T}_n$, proposed by Owen and Provan. We focus on other graph problems and algorithms related to the Geodesic Treepath Problem, namely the maximum flow problem. Our results show that the geodesic distance can be efficiently computed in practice with the correct choice of algorithms and data structures, confirming the theoretical results we derived.