- Abstract:
-
The orthogonal projections to latent structures (OPLS) method has been successfully applied in various chemical and biological systems for modeling and interpretation of linear relationships between a descriptor matrix and response matrix. A kernel-based reformulation of the original OPLS algorithm is presented where the kernel Gram matrix is utilized as a replacement for the descriptor matrix. This enables usage of the 'kernel trick' to efficiently transform the data into a higher-dimensiona...
Expand abstract - Publication status:
- Published
- Publisher copy:
- 10.1002/cem.1071
-
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- Journal:
- JOURNAL OF CHEMOMETRICS
- Volume:
- 21
- Issue:
- 7-9
- Pages:
- 376-385
- Publication date:
- 2007-01-01
- DOI:
- EISSN:
-
1099-128X
- ISSN:
-
0886-9383
- URN:
-
uuid:9be3ae4d-f966-47e7-8f90-9bddaa5cb515
- Source identifiers:
-
104759
- Local pid:
- pubs:104759
- Language:
- English
- Keywords:
- Copyright date:
- 2007
Journal article
Kernel-based orthogonal projections to latent structures (K-OPLS)
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