This paper considers models that are relatively complex considering the extent of the calibration data. Such data frequently arise in chemometric applications, near-infrared spectroscopy (NIRS) being a well-known example. Commonly used models are multiple linear regression (MLR) with variable select
✦ LIBER ✦
The Degrees of Freedom of Partial Least Squares Regression
✍ Scribed by Krämer, Nicole; Sugiyama, Masashi
- Book ID
- 120292541
- Publisher
- American Statistical Association
- Year
- 2011
- Tongue
- English
- Weight
- 336 KB
- Volume
- 106
- Category
- Article
- ISSN
- 0162-1459
No coin nor oath required. For personal study only.
📜 SIMILAR VOLUMES
Pseudo-degrees of freedom for complex pr
✍
Hilko van der Voet
📂
Article
📅
1999
🏛
John Wiley and Sons
🌐
English
⚖ 101 KB
👁 1 views
The objective function of partial least
✍
Cajo J. F. ter Braak; Sijmen de Jong
📂
Article
📅
1998
🏛
John Wiley and Sons
🌐
English
⚖ 175 KB
👁 2 views
A simple objective function in terms of undeflated X is derived for the latent variables of multivariate PLS regression. The objective function fits into the basic framework put forward by Burnham et al. (J. Chemometrics, 10, 31-45 (1996)). We show that PLS and SIMPLS differ in the constraint put on
On the structure of partial least square
✍
Helland, Inge S.
📂
Article
📅
1988
🏛
Taylor and Francis Group
🌐
English
⚖ 746 KB
Comparison of principal components regre
✍
Yaroshchyk, P. ;Death, D. L. ;Spencer, S. J.
📂
Article
📅
2012
🏛
Royal Society of Chemistry
🌐
English
⚖ 613 KB
Influence properties of trilinear partia
✍
Sven Serneels; Paul Geladi; Maarten Moens; Frank Blockhuys; Pierre J. Van Espen
📂
Article
📅
2005
🏛
John Wiley and Sons
🌐
English
⚖ 128 KB
👁 2 views
A Reformulation of the Partial Least Squ
✍
Young, P. J.
📂
Article
📅
1994
🏛
Society for Industrial and Applied Mathematics
🌐
English
⚖ 584 KB