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  • metrics模块

    class sklearn.metrics

    方法


    1.分类问题的度量

    1 metrics.accuracy_score
    2 metrics.auc
    3 metrics.f1_score
    4 metrics.precision_score
    5 metrics.recall_score
    6 metrics.roc_auc_score
    7 ......

    2.回归问题的度量
    3.概率分布函数的度量
    4.检索问题的度量
    5.其他
    查询地址: 

    https://scikit-learn.org/stable/modules/classes.html#sklearn-metrics-metrics
    

      

    基于sklearn上聚类可使用的评估指标:

     1 metrics.adjusted_mutual_info_score(…[, …])    
     2 metrics.adjusted_rand_score(labels_true, …)    
     3 metrics.calinski_harabasz_score(X, labels)    
     4 metrics.davies_bouldin_score(X, labels)
     5 metrics.completeness_score(labels_true, …)    
     6 metrics.cluster.contingency_matrix(…[, …])    
     7 metrics.fowlkes_mallows_score(labels_true, …)    
     8 metrics.homogeneity_completeness_v_measure(…)    
     9 metrics.homogeneity_score(labels_true, …)    
    10 metrics.mutual_info_score(labels_true, …)    
    11 metrics.normalized_mutual_info_score(…[, …])    
    12 metrics.silhouette_score(X, labels[, …])    
    13 metrics.silhouette_samples(X, labels[, metric])
    14 metrics.v_measure_score(labels_true, labels_pred)
    #大部分的评估指标都需要labels_true, 一些不需要labels_true指标如下
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  • 原文地址:https://www.cnblogs.com/Alexisbusyblog/p/12403436.html
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