Squidpy
专注于空间组学数据分析的 Python 工具包，提供空间邻域图构建、空间富集分析、 细胞通讯推断和图像分析等功能。该工具与 Scanpy 深度集成，支持多种空间平台。
| Property | Value |
|---|---|
| Purpose | 空间组学数据的图分析和图像整合 |
| 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
Scanpy · Giotto · stLearn