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HMMER

基于隐马尔可夫模型的序列分析算法,使用概率模型检测远程同源序列和蛋白质结构域。 该方法比简单的序列比对更敏感,能够发现进化距离较远的同源关系。

PropertyValue
Purpose蛋白质结构域识别和远程同源检测
Time ComplexityO(mn)
Space ComplexityO(m)
Year2011
CategoryFunctional Annotation

Complexity Analysis

  • Time Complexity: O(mn)
  • Space Complexity: O(m)

Performance Insight: The time complexity of this algorithm is quadratic matrix (O(mn)), SIMD acceleration or approximate methods are advised when m, n exceed 10⁴.

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

Pfam · InterProScan · SMART

Tags

hmm domain-detection remote-homology probabilistic

Released under the MIT License.