CellTypist
基于逻辑回归模型的自动化细胞类型注释工具，使用大规模参考数据集快速推断未知单细胞样本的细胞类型。 该方法支持在线学习和多级注释，在免疫细胞分类等场景中具有较高的准确性和运行效率。
| Property | Value |
|---|---|
| Purpose | 基于逻辑回归的自动化细胞类型注释 |
| Time Complexity | O(c * g) |
| Space Complexity | O(c * g) |
| Year | 2022 |
| Difficulty | Intermediate |
| Languages | Python |
| Category | Single-Cell Genomics |
Complexity Analysis
- Time Complexity:
O(c * g) - Space Complexity:
O(c * g)
Performance Insight: The time complexity of this algorithm is polynomial.
Note: Complexity analysis is based on theoretical models. Actual runtime is affected by input scale, hardware, and implementation optimizations. Benchmark for your specific workload.
Literature & Implementation
Related Tools
scANVI · scVI · Seurat