BATMAN swMATH ID: 29121 Software Authors: Roy, Pamphile T.; Ricci, Sophie; Dupuis, Romain; Campet, Robin; Jouhaud, Jean-Christophe; Fournier, Cyril Description: Batman stands for Bayesian Analysis Tool for Modelling and uncertAinty quaNtification. It is a Python module distributed under the open-source CECILL-B license (MIT/BSD compatible). batman seamlessly allows to do statistical analysis (sensitivity analysis, Uncertainty Quantification, moments) based on non-intrusive ensemble experiment using any computer solver. It relies on open source python packages dedicated to statistics (OpenTURNS and scikit-learn). Main features are: Design of Experiment (LHS, low discrepancy sequences, MC), Resample the parameter space based on the physic and the sample, Surrogate Models (Gaussian process, Polynomial Chaos, RBF, scikit-learn’s regressors), Optimization (Expected Improvement), Sensitivity/Uncertainty Analysis (SA, UA) and Uncertainty Quantification (UQ), Visualization in n-dimensions (HDR, Kiviat, PDF), POD for database optimization or data reduction, Automatically manage code computations in parallel. Homepage: https://www.theoj.org/joss-papers/joss.00493/10.21105.joss.00493.pdf Source Code: https://gitlab.com/cerfacs/batman Dependencies: Python Keywords: JOSS; Journal Open Source Software; Bayesian Analysis Tool; Python; HPC; uncertainty quantification; Modelling Related Software: OpenTURNS; Python; Scikit; PiXIE; PyCharm; MASCARET; DAPPER; Smurf; Open TURNS; AQUASIM; iDynoR; ElemStatLearn; WRF-SFIRE; Prometheus; FlamMap; FARSITE; fireLib; Multivac; LSMLIB; SciPy Cited in: 2 Documents Standard Articles 1 Publication describing the Software Year BATMAN: Statistical analysis for expensive computer codes made easy Link Pamphile T. Roy; Sophie Ricci; Romain Dupuis; Robin Campet; Jean-Christophe Jouhaud; Cyril Fournier 2018 all top 5 Cited by 7 Authors 2 Rochoux, M. C. 2 Trucchia, Andrea 1 Egorova, Vera N. 1 Frunzo, Luigi 1 Luongo, Vincenzo 1 Mattei, Maria Rosaria 1 Pagnini, Gianni Cited in 1 Serial 2 Communications in Nonlinear Science and Numerical Simulation Cited in 4 Fields 2 Partial differential equations (35-XX) 1 Probability theory and stochastic processes (60-XX) 1 Statistics (62-XX) 1 Biology and other natural sciences (92-XX) Citations by Year