Integrated Multiscale Latent Variable Regression and Application to Distillation Columns

Table 1

Comparison of the Monte Carlo MSEs for the various modeling techniques in example  1.

Model type	IMSLVR	MSF+LVR	EWMA+LVR	MF+LVR	LVR
	SNR=5
RCCA	0.8971	0.9616	1.4573	1.5973	3.6553
PLS	0.9512	1.0852	1.4562	1.6106	3.6568
PCR	0.9586	1.0675	1.4504	1.6101	3.6904
	SNR=10
RCCA	0.5719	0.6281	0.9184	1.0119	1.8694
PLS	0.5930	0.6964	0.9325	1.0239	1.8733
PCR	0.6019	0.6823	0.9211	1.0240	1.8876
	SNR=20
RCCA	0.3816	0.4100	0.5676	0.6497	0.9395
PLS	0.3928	0.4507	0.5994	0.6733	0.9423
PCR	0.3946	0.4443	0.5872	0.6670	0.9508