Multivariate arrival rate estimation using semidefinite programming

  • Authors:
  • Dávid Papp;Farid Alizadeh

  • Affiliations:
  • Rutgers Center for Operations Research, Piscataway, NJ;Rutgers Center for Operations Research, Piscataway, NJ

  • Venue:
  • Proceedings of the Winter Simulation Conference
  • Year:
  • 2011

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Abstract

An efficient method for the smooth estimation of the arrival rate of non-homogeneous, multi-dimensional Poisson processes from inexact arrivals is presented. The method provides a piecewise polynomial spline estimator. It is easily parallelized, and it exploits the sparsity of the neighborhood structure of the underlying spline space; as a result, it is very efficient and scalable. Numerical illustration is included.