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Introduction to WOVEN: Multi-Omics Integration for Incomplete Patient Data30 days ago
Overview | Installation | Preparing Your Data | Input format | Pre-processing recommendations | Quick Start | Simulate a three-modality dataset | Induce block-level missingness | Fit WOVEN | Exploring Results | Latent space scatter | VIP scores: which features matter most? | Feature loadings: direction of effect | Variance explained: choosing K | Quantitative metrics | Predicting New Subjects | Comparing WOVEN and DIABLO: Effective Sample Size | Accessing Raw Results | Session Info
MeLSI Tutorial: Basic Usage and Examples4 months ago
MeLSI Tutorial | Abstract | Introduction | Comparison with Existing Bioconductor Packages | Installation and Setup | Basic Usage | Step 1: Prepare Your Data | Step 2: Data Preprocessing | Step 3: Run MeLSI Analysis | Comparison with Standard Methods | Visualizing Results | Variable Importance Plot (VIP) | Principal Coordinates Analysis (PCoA) | Advanced Usage: Custom Parameters | Parallel Permutation Testing | Working with Bioconductor Packages | Integration with phyloseq | Summary | Key Takeaways | Next Steps | Session Info