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A general criterion to determine the number of change-points
Authors:Gabriela Ciuperca
Affiliation:
  • 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     mmlsi123"   class="  mathmlsrc"   onclick="  submitCitation('/science?_ob=MathURL&  _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  "   alt="  Click to view the MathML source"   title="  Click to view the MathML source"  >  formulatext"   title="  click to view the MathML source"  >M-estimator   Consistency
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