relation between consumer confidence index and other macroeconomics indicators ------using rbf...
TRANSCRIPT
Relation Between Consumer Confidence
Index and other Macroeconomics indicators
------using RBF approach
Sun Hao ([email protected])Course: ECE539(2008~fall)Instructor: Pro.Yu Hen Hu
BackgroundICS:
The Index of Consumer Sentiment (ICS) is a consumer confidence index published monthly by the university of Michigan.
Developed from national telephone interview
Other indexCPI: consumer price index;UI: Initial claims for unemployment insurance;DJI: Dow Jones Industrial Average Index;
Data PreprocessingGet data from website of federal reserve
Monthly data of: CPI, UI claim, DJI, ICS
Data range: Jan. 2005 to Oct. 2008
Calculate the monthly change of these data
Construct modelTry different combination of input data.
Try monthly income, S&P 500, unemployment rateFinally choose, CPI 1st,2nd change, UI,DJI, ICS
Try different configuration of networkDifferent spread of the radio basic functionTry MLP with back-propagation trainingCompare with multivariable linear regressionFinally choose RBN
Testing Result
Notes:1.MSE: RBF: 67.54 MVLR: 69.222.Both of them can partly approximate the target curve3.RBF perform slightly better.