• Title of article

    Linear prediction in functional data analysis

  • Author/Authors

    Shin، نويسنده , , Hyejin and Hsing، نويسنده , , Tailen، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2012
  • Pages
    21
  • From page
    3680
  • To page
    3700
  • Abstract
    In this paper we introduce a new perspective of linear prediction in the functional data context that predicts a scalar response by observing a functional predictor. This perspective broadens the scope of functional linear prediction currently in the literature, which is exclusively focused on the functional linear regression model. It also provides a natural link to the classical linear prediction theory. Based on this formulation, we derive the convergence rate of the optimal mean squared predictor.
  • Keywords
    Hilbert space , Unbounded linear functional , Principal components , Convergence Rate
  • Journal title
    Stochastic Processes and their Applications
  • Serial Year
    2012
  • Journal title
    Stochastic Processes and their Applications
  • Record number

    1578722