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lightgbm metric可选指标

lightgbm metric可选指标

作者: 徐卜灵 | 来源:发表于2019-01-07 10:29 被阅读0次

metric,
default=
{l2 for regression},
{binary_logloss for binary classification},
{ndcg for lambdarank},
type=multi-enum,
options=l1, l2, ndcg, auc, binary_logloss, binary_error

  • l1, absolute loss, alias=mean_absolute_error, mae
  • l2, square loss, alias=mean_squared_error, mse
  • l2_root, root square loss, alias=root_mean_squared_error, rmse
  • quantile, Quantile regression
  • huber, Huber loss
  • fair, Fair loss
  • poisson, Poisson regression
  • ndcg, NDCG
  • map, MAP
  • auc, AUC
  • binary_logloss, log loss
  • binary_error, 样本: 0 的正确分类, 1 错误分类
  • multi_logloss, mulit-class 损失日志分类
  • multi_error, error rate for mulit-class 出错率分类
  • xentropy, cross-entropy (与可选的线性权重), alias=cross_entropy
  • xentlambda, “intensity-weighted” 交叉熵, alias=cross_entropy_lambda
  • kldiv, Kullback-Leibler divergence, alias=kullback_leibler
  • 支持多指标, 使用 , 分隔

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