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
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