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Builds supervised and unsupervised multivariate integration across bulk omics blocks with mixOmics - sPLS for sparse pairwise correlation, DIABLO (block.splsda) for a multi-block discriminant signature, rCCA for regularized canonical correlation, and MINT for multi-study integration. Covers why t...
Statistical analysis for metabolomics data. Covers univariate testing, multivariate methods (PCA, PLS-DA), and biomarker discovery. Use when identifying differentially abundant metabolites or building classification models.
Supervised and unsupervised multi-omics integration with mixOmics. Includes sPLS for pairwise integration and DIABLO for multi-block discriminant analysis. Use when performing supervised multi-omics integration or identifying features that discriminate between groups.
Decision-grade statistical analysis for metabolomics intensity tables. Covers transformation and scaling (Pareto vs unit-variance as a hidden hypothesis), unsupervised structure (PCA/HCA for QC), permutation-validated PLS-DA/OPLS-DA (R2 vs Q2, double CV, VIP as heuristic), univariate testing (Wel...
Agent skill for Data Analyst, Data Scientist, Researcher, published by FridrichMethod. Project details and file access are provided by the publisher.
Agent skill for Data Analyst, Data Scientist, Researcher, published by majiayu000. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, Business Intelligence Analyst, Researcher, published by majiayu000. Project details and file access are provided by the publisher.
Agent skill for Researcher, Data Scientist, Business Intelligence Analyst, published by Rudson-Oliveira. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, Business Intelligence Analyst, Researcher, published by Rudson-Oliveira. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, Business Intelligence Analyst, Researcher, published by FridrichMethod. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, Researcher, Business Intelligence Analyst, published by majiayu000. Project details and file access are provided by the publisher.
Agent skill for Data Scientist, Business Intelligence Analyst, Researcher, published by BioTender-max. Project details and file access are provided by the publisher.
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