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Rosetta

基于物理能量函数的蛋白质结构预测和设计算法,使用蒙特卡洛采样探索构象空间。 该方法广泛应用于蛋白质折叠、对接和设计,是计算结构生物学的重要工具。

PropertyValue
Purpose蛋白质结构预测和设计
Time ComplexityO(n^3)
Space ComplexityO(n^2)
Year2003
CategoryProtein Structure Prediction

Complexity Analysis

  • Time Complexity: O(n^3)
  • Space Complexity: O(n^2)

Performance Insight: The time complexity of this algorithm is cubic (O(n³)), only practical for small inputs; heuristic optimizations required at scale. High space complexity; consider Hirschberg-style space-optimized variants for very long sequences.

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

PyRosetta · RosettaDock · RosettaDesign

Tags

energy-function monte-carlo protein-design classic

Released under the MIT License.