Multivariate data integration using R : methods and applications with the mixOmics package /
LeCao, Kim-Anh,
Multivariate data integration using R : methods and applications with the mixOmics package / Kim-Anh LeCao, Zoe Marie Welham. - 1st - FL : CRC Press, c2022. - 1 online resource : illustrations (colour). - Chapman & Hall/CRC computational biology series .
Academic
I Modern biology and multivariate analysis 1. Multi-omics and biological systems; 2. The cycle of analysis; 3. Key multivariate concepts and dimension reduction in mixOmics; 4. Choose the right method for the right question in mixOmics II mixOmics under the hood 5. Projection to Latent Structures; 6. Visualisation for data integration; 7. Performance assessment in multivariate analyses III mixOmics in action 8. mixOmics: get started; 9. Principal Component Analysis (PCA); 10. 10 Projection to Latent Structure (PLS); 11. Canonical Correlation Analysis (CCA); 12. PLS - Discriminant Analysis (PLS-DA); 13. N − data integration; 14. P − data integration; 15. (APPENDIX) Glossary of Terms
Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time;
Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
9781000472264 (ePub ebook) : £74.99 £74.99 9781000472196 (PDF ebook) : £74.99 9781003026860 (ebook) : £74.99
10.1201/9781003026860 doi
9781000472264 Ingram Content Group
GBC1F8958 bnb
Biometry.
Multivariate analysis.
R (Computer program language)
570.151 / LE
Multivariate data integration using R : methods and applications with the mixOmics package / Kim-Anh LeCao, Zoe Marie Welham. - 1st - FL : CRC Press, c2022. - 1 online resource : illustrations (colour). - Chapman & Hall/CRC computational biology series .
Academic
I Modern biology and multivariate analysis 1. Multi-omics and biological systems; 2. The cycle of analysis; 3. Key multivariate concepts and dimension reduction in mixOmics; 4. Choose the right method for the right question in mixOmics II mixOmics under the hood 5. Projection to Latent Structures; 6. Visualisation for data integration; 7. Performance assessment in multivariate analyses III mixOmics in action 8. mixOmics: get started; 9. Principal Component Analysis (PCA); 10. 10 Projection to Latent Structure (PLS); 11. Canonical Correlation Analysis (CCA); 12. PLS - Discriminant Analysis (PLS-DA); 13. N − data integration; 14. P − data integration; 15. (APPENDIX) Glossary of Terms
Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time;
Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
9781000472264 (ePub ebook) : £74.99 £74.99 9781000472196 (PDF ebook) : £74.99 9781003026860 (ebook) : £74.99
10.1201/9781003026860 doi
9781000472264 Ingram Content Group
GBC1F8958 bnb
Biometry.
Multivariate analysis.
R (Computer program language)
570.151 / LE