Software: PLoM: Probabilisting Learning on Manifolds (PLoM)
Version : 21 February 2021
LICENSE : Free License.

1) The Source code is made freely available to the scientific community to promote the dissemination of Machine Learning methods.
2) Source code may be used freely in all research work but may not be used for commercial purposes.
3) All publications, communications, works, having used this source code must reference
   3.1) on the one hand to the publications: 
        [1] C. Soize, R. Ghanem, Data-driven probability concentration and sampling on manifold, 
                                 Journal of Computational Physics,  doi:10.1016/j.jcp.2016.05.044, 321, 242-258 (2016).
        [2] C. Soize, R. Ghanem, Probabilistic learning on manifolds with partition, 
                                 in arXiv:2010.14324 [stat.ML], 21 Feb 2021, https://arxiv.org/abs/2102.10894 
                                 Also submitted in SIAM-ASA Journal on Uncertainty Quantification}, 2021


   3.2) on the other hand to the reference of the citation of the software in Open-Archive HAL.
4) The use of this software is under the sole responsibility of its user and does not imply the responsibility of its author. 


1) Le code Source est mis librement  disposition de la communaut scientifique pour promouvoir la diffusion des mthodes de Machine Learning.
2) Le code Source peut tre utilise librement dans tous les travaux de la recherche mais ne peut pas tre utilis  des fins commerciales.
3) Toutes publications, communications, travaux, ayant utilises ce code source doit rfrencer
  3.1) d'une part les publications:  [1] C. Soize, R. Ghanem, Data-driven probability concentration and sampling on manifold, 
                                         Journal of Computational Physics,  doi:10.1016/j.jcp.2016.05.044, 321, 242-258 (2016).
                                     [2] C. Soize, R. Ghanem, Probabilistic learning on manifolds with partition, 
                                         in arXiv:2010.14324 [stat.ML], 21 Feb 2021, https://arxiv.org/abs/2102.10894 
                                         Also submitted in SIAM-ASA Journal on Uncertainty Quantification}, 2021
  3.2) d'autre part la rfrence de la citation du logiciel dans HAL Archive-ouverte.
4) L'utilisation de  ce logiciel est sous l'unique responsabilit de son utilisateur et n'implique en rien la responsabilit de son auteur.