V2EX model-selection

Model Selection

Definition / 定义

model selection:模型选择;在统计学、机器学习等领域中,从多个候选模型(或同一模型的不同设定/超参数)里,依据某种标准(如预测效果、泛化能力、复杂度惩罚等)选出最合适的一个。

Pronunciation / 发音

/mdl slkn/(美式常见);/mdl slkn/(英式常见)

Examples / 例句

Model selection is important for good predictions.
模型选择对获得良好的预测很重要。

After testing several algorithms and tuning hyperparameters, we used cross-validation for model selection to avoid overfitting and improve generalization.
在测试多种算法并调参后,我们使用交叉验证进行模型选择,以避免过拟合并提升泛化能力。

Etymology / 词源

model 源自拉丁语 modulus(“尺度、标准”),经法语进入英语,逐渐发展出“模型、范式”的含义;selection 来自拉丁语 selectio(“挑选、选择”),由 selectus(“被选出的”)演变而来。合起来 model selection 字面意思就是“对模型进行挑选”,在现代多用于数据分析与机器学习语境。

Related Words / 相关词

Literary Works / 文献与作品

  • The Elements of Statistical Learning(Hastie, Tibshirani, Friedman)
  • An Introduction to Statistical Learning(James, Witten, Hastie, Tibshirani)
  • Pattern Recognition and Machine Learning(Christopher M. Bishop)
  • Deep Learning(Goodfellow, Bengio, Courville)
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