Performance comparison.

Performance values of multiple methods that were trained and tested on the same demographic model and selection coefficient. The performance values were found by computing the accuracy of the trained model on a balanced, held-out set. See Table C in S1 Text for additional models and summary statistics. These accuracies are also visualized in Figs D and E in S1 Text. Binomial-derived standard errors for these proportions are at most 0.5% for the single-population demographic model, and 1.1% for the three-population demographic model.

本数据集收录了在同一群体遗传学模型（demographic model）与选择系数下完成训练与测试的多种方法的性能指标。上述性能指标通过在均衡划分的留出测试集（held-out set）上计算训练模型的准确率得到。更多模型及统计汇总信息详见S1文本中的表C，相关准确率结果同时在S1文本的图D与图E中完成可视化展示。基于二项分布推导的比例标准误，在单群体群体遗传学模型场景下最高为0.5%，在三群体群体遗传学模型场景下最高为1.1%。