A theoretical foundation for the PLS algorithm
β Scribed by Avraham Lorber; Lawrence E. Wangen; Bruce R. Kowalski
- Publisher
- John Wiley and Sons
- Year
- 1987
- Tongue
- English
- Weight
- 831 KB
- Volume
- 1
- Category
- Article
- ISSN
- 0886-9383
No coin nor oath required. For personal study only.
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## Abstract This paper presents a modified version of the NIPALS algorithm for PLS regression with one single response variable. This version, denoted a CFβPLS, provides significant advantages over the standard PLS. First of all, it strongly reduces the overβfit of the regression. Secondly, __R__^2
Complicated problems are often solved by simplification into more manageable abstract problems, the solution of which yields information about the original problem. The proposed theory lays a foundation for such a technique to solve no-solution problems in logic programming. The new theory is based