NOISeq
非参数的差异表达分析工具，通过模拟噪声分布来识别显著差异表达的基因。 该方法不依赖于数据分布的假设，能够有效处理低重复样本和无重复实验设计的 RNA-seq 数据。
| Property | Value |
|---|---|
| Purpose | 非参数差异表达分析 |
| Time Complexity | O(n * g) |
| Space Complexity | O(g) |
| Year | 2015 |
| Category | Gene Expression Analysis |
Complexity Analysis
- Time Complexity:
O(n * g) - Space Complexity:
O(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.