MeLOn swMATH ID: 40846 Software Authors: Schweidtmann, Artur M.; Bongartz, Dominik; Grothe, Daniel; Kerkenhoff, Tim; Lin, Xiaopeng; Najman, Jaromił; Mitsos, Alexander Description: MeLOn - Machine Learning models for Optimization. MeLOn provides scripts for the training of various machine-learning models and their C++ implementation which can be used in the open-source solver MAiNGO. The machine-learning module git repository currently contains the following models: Artificial neural networks for regression; Gaussian processes for regression (also known as Kriging); Support vector machine for regression; One-class support vector classification; Convex hull of point cloud. Further models are under current develpment and will be published soon. Homepage: https://git.rwth-aachen.de/avt-svt/public/MeLOn Keywords: Kriging; machine learning; Bayesian optimization; acquisition function; chance-constrained programming; reduced-space; expected improvement Related Software: MAiNGO; jHoles; libMC; EAGO.jl; Ripser.py; Keras; Python; Scikit; SciPy; Pyomo; libALE; ARGONAUT; NLopt; ANTIGONE; filib++; CLP; FADBAD++; CPLEX; SNOPT; TOMP Cited in: 2 Publications Further Publications: https://git.rwth-aachen.de/avt-svt/public/MeLOn#references Standard Articles 2 Publications describing the Software, including 2 Publications in zbMATH Year Obey validity limits of data-driven models through topological data analysis and one-class classification. Zbl 1494.90088Schweidtmann, Artur M.; Weber, Jana M.; Wende, Christian; Netze, Linus; Mitsos, Alexander 2022 Deterministic global optimization with Gaussian processes embedded. Zbl 1476.90270Schweidtmann, Artur M.; Bongartz, Dominik; Grothe, Daniel; Kerkenhoff, Tim; Lin, Xiaopeng; Najman, Jaromił; Mitsos, Alexander 2021 all top 5 Cited by 10 Authors 2 Mitsos, Alexander 2 Schweidtmann, Artur M. 1 Bongartz, Dominik 1 Grothe, Daniel 1 Kerkenhoff, Tim 1 Lin, Xiaopeng 1 Najman, Jaromił 1 Netze, Linus 1 Weber, Jana M. 1 Wende, Christian Cited in 2 Serials 1 Optimization and Engineering 1 Mathematical Programming Computation Cited in 3 Fields 2 Operations research, mathematical programming (90-XX) 1 Probability theory and stochastic processes (60-XX) 1 Computer science (68-XX) Citations by Year