256 The Basics of financial economeTrics
FIGUre 12.1 Plot of Principal Components and Eigenvalues
−4 0 5 10 15 20
−2
0
2
4
6
8
Time
Value of the principal component
PC1
PC8
A. Value of First and Last Principal Components
1 2 3 4 5 6 7 8
0
1
2
3
4
5
6
Indices of the largest eight eigenvalues
Magnitude of the eigenvalues
B. Eigenvalues of the Covariance Matrix of Data