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A general criterion to determine the number of change-points
Authors:Gabriela Ciuperca
Institution:
  • Université de Lyon, Université Lyon 1, UMR 5208, blvd du 11 novembre 1918, F - 69622 Villeurbanne Cedex, France
  • Abstract:A general criterion is proposed to determine the number K of the change-points in a parametric nonlinear multi-response model. Schwarz criterion is a particular case. The change-points depend on regressor values and not on instant of measure. We prove that the proposed estimator for K is consistent. Simulation results, using Monte Carlo technique, for nonlinear models which have numerous applications, support the relevance of the theory.
    Keywords:Selection criterion  Multiple change-points  _method=retrieve&  _eid=1-s2  0-S0167715211001106&  _mathId=si123  gif&  _pii=S0167715211001106&  _issn=01677152&  _acct=C000054348&  _version=1&  _userid=3837164&  md5=fca82b81f61e3028199a9fd3d020956a')" style="cursor:pointer  M-estimator" target="_blank">" alt="Click to view the MathML source" title="Click to view the MathML source">M-estimator  Consistency
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