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jvecfor: Fast K-Nearest Neighbor Search for Single-Cell Analysis16 days ago
Introduction | Function overview | Prerequisites and Setup | Java version | Package options | Custom JAR setup | Quick Start | Core Function: fastFindKNN() | Output structure | Algorithm choice: ANN vs. exact | Distance metrics | Euclidean (default) | Cosine | Dot-product (ANN only) | Skipping distance computation | HNSW-DiskANN Tuning | Parameter reference | High-recall configuration | Product Quantization (pq.subspaces) | Thread management | Graph Construction | Shared Nearest-Neighbor graph | K-Nearest Neighbor graph | Community detection | Full Single-Cell Workflow | Using a real SingleCellExperiment | Comparing with BiocNeighbors | Drop-in BiocNeighbors integration | Timing comparison | Troubleshooting | Common errors | Debugging with verbose mode | Checking the Java runtime | Using a safe wrapper | Session Information
metabinR16 days ago
About metabinR | Installation | Preparation | JVM heap size | The MetabinResult class | Abundance based binning example | Composition based binning example | Hierarchical (2-step ABxCB) binning example | In-memory inputs (Biostrings / ShortRead) | Session Info
Auditing GFA traversals25 days ago
Introduction | Installation | Input scope | Basic audit | Audit statuses | Reading a divergence | Reverse traversals | Digests | Walks and mappings | Comprehensive statistics | Diagnostics | Citation | References | Session information
fastreeR Vignette6 months ago
About fastreeR | Function overview | Compressed VCF input | Installation | Preparation | Allocate RAM and load required libraries | Download sample vcf file | Download sample fasta files | Functions on vcf files | Sample Statistics | Calculate distances from vcf | Histogram of distances | Plot tree from fastreeR::dist2tree | Bootstrapping example | Bootstrap support explained | Interpretation guidance | Reproducibility note | Bootstrap example (small, runnable) | Optional: nicer plotting with ggtree | Command-line examples | JVM / rJava troubleshooting tips | Windowed VCF analysis | Windowed distance matrices | Windowed trees | Plot tree from stats::hclust | Hierarchical Clustering | Functions on fasta files | Calculate distances from fasta | Session Info