SAIGE
针对不平衡表型的大规模关联分析工具，使用混合模型和 saddleback 近似方法 校正群体结构。该方法特别适合罕见变异和稀有表型的关联分析。
| Property | Value |
|---|---|
| Purpose | 处理不平衡表型的大规模关联分析 |
| Time Complexity | O(n * m) |
| Space Complexity | O(n * m) |
| Year | 2018 |
| Difficulty | Intermediate |
| Languages | R, C++ |
| Category | Population Genetics |
Complexity Analysis
- Time Complexity:
O(n * m) - Space Complexity:
O(n * m)
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
BOLT-LMM · REGENIE · PLINK