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A note on simulating hyperplane-truncated multivariate normal distributions

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  • معلومة اضافية
    • Contributors:
      Analyse, Géométrie et Modélisation (AGM - UMR 8088); Centre National de la Recherche Scientifique (CNRS)-CY Cergy Paris Université (CY); École des Mines de Saint-Étienne (Mines Saint-Étienne MSE); Institut Mines-Télécom Paris (IMT); Laboratoire d'Informatique, de Modélisation et d'Optimisation des Systèmes (LIMOS); Ecole Nationale Supérieure des Mines de St Etienne (ENSM ST-ETIENNE)-Centre National de la Recherche Scientifique (CNRS)-Université Clermont Auvergne (UCA)-Institut national polytechnique Clermont Auvergne (INP Clermont Auvergne); Université Clermont Auvergne (UCA)-Université Clermont Auvergne (UCA); Institut Henri Fayol (FAYOL-ENSMSE); Institut Mines-Télécom Paris (IMT)-Institut Mines-Télécom Paris (IMT); Département Génie mathématique et industriel (FAYOL-ENSMSE); Ecole Nationale Supérieure des Mines de St Etienne (ENSM ST-ETIENNE)-Institut Henri Fayol
    • بيانات النشر:
      HAL CCSD
      Elsevier
    • الموضوع:
      2022
    • Collection:
      Mines de Saint-Etienne: Archives Ouvertes / Open Archive (HAL)
    • نبذة مختصرة :
      International audience ; Statistical researchers have shown increasing interest in generating conditional multivariate normal distributions. In this paper, we discuss several existing methods for the simulation of multivariate normal distribution truncated on the intersection of a set of hyperplanes. We also propose an approach based on the consideration of an orthonormal basis on the set of constraints. Contrarily to the standard approaches, we do not need to compute the covariance matrix of the posterior distribution and its decomposition. The interest of the proposed approach is shown through numerical examples.
    • Relation:
      hal-03581252; https://hal.science/hal-03581252; https://hal.science/hal-03581252v2/document; https://hal.science/hal-03581252v2/file/truncated-hyperplane_MVN.pdf
    • الرقم المعرف:
      10.1016/j.spl.2022.109650
    • الدخول الالكتروني :
      https://hal.science/hal-03581252
      https://hal.science/hal-03581252v2/document
      https://hal.science/hal-03581252v2/file/truncated-hyperplane_MVN.pdf
      https://doi.org/10.1016/j.spl.2022.109650
    • Rights:
      info:eu-repo/semantics/OpenAccess
    • الرقم المعرف:
      edsbas.97653AD7