stLearn
整合空间距离、组织学图像和基因表达信息的空间转录组分析方法，通过空间 距离权重和图像特征增强聚类和轨迹推断的准确性。
| Property | Value |
|---|---|
| Purpose | 整合组织图像的空间转录组分析 |
| Time Complexity | O(c * g) |
| Space Complexity | O(c * g) |
| Year | 2021 |
| Difficulty | Intermediate |
| Languages | Python |
| Category | Spatial Omics |
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
Squidpy · Giotto · Seurat