Multivariate data integration using R : methods and applications with the mixOmics package /: methods and applications with the mixOmics package. (2021)

• Record Type: Book
• Further Information: Note: Kim-Anh LeCao, Zoe Marie Welham.
• Authors: LeCao, Kim-Anh; Welham, Zoe Marie
• Contents: 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
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2021
• Extent: 1 online resource, illustrations (colour)
• Subjects: 570.15195354; Biometry; Multivariate analysis; R (Computer program language)
• Languages: English
• ISBNs: 9781000472264; 9781000472196; 9781003026860
• Related ISBNs: 9780367460945
• Notes: Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.