Component Analysis and Time Series Prediction

Abstract

The relation between component analysis (PCA and ICA) and Multi-resolution Filtering is ex­plained and its use to improve the prediction er­ror in a time series is shown. An example applying the previous results to forecast the Sun-spots time series is presented.