Obey validity limits of data-driven models through topological data analysis and one-class classification - Schweidtmann, Artur M.; Weber, Jana M.; Wende, Christian; Netze, Linus; Mitsos, Alexander (Optimization and engineering, 2022)
Keywords: Clusters; Computational geometry; Control; Convexity; Data analysis; Design optimization; Domains; Engineering; Environmental Management; Financial Engineering; Homology; Mathematics; Mathematics and Statistics; Operations Research/Decision Theory; Optimization; Research Article; Support vector machines; Systems Theory; Topology; Training; Validity; Persistent homology; Topological data analysis; One-class support vector machine; Machine-learning; Deterministic global optimization