From 320a5cc97375ada5f8040bc860b1449576f4ce52 Mon Sep 17 00:00:00 2001 From: benjas <909336740@qq.com> Date: Tue, 6 Apr 2021 15:30:20 +0800 Subject: [PATCH] Add. Generalization ability --- .../李航——统计学习方法/README.md | 15 +++++++++++++++ .../assets/1617692942593.png | Bin 100792 -> 45245 bytes .../assets/1617693142642.png | Bin 0 -> 13477 bytes .../assets/1617693201106.png | Bin 0 -> 28751 bytes 4 files changed, 15 insertions(+) create mode 100644 机器学习算法理论及应用/李航——统计学习方法/assets/1617693142642.png create mode 100644 机器学习算法理论及应用/李航——统计学习方法/assets/1617693201106.png diff --git a/机器学习算法理论及应用/李航——统计学习方法/README.md b/机器学习算法理论及应用/李航——统计学习方法/README.md index dc226a6..e767725 100644 --- a/机器学习算法理论及应用/李航——统计学习方法/README.md +++ b/机器学习算法理论及应用/李航——统计学习方法/README.md @@ -143,3 +143,18 @@ Regularization and cross validation ![1617692942593](assets/1617692942593.png) + + +### 泛化能力 + +Generalization ability + +定理1.1泛化误差上界 + +对于二分类问题,当假设空间是有限个函数的集合F = {f1,f2,...,fd}时,对任意一个函数f ∈ F,至少以概率1 - δ,以下不等式成立:![1617693142642](assets/1617693142642.png) + +其中, + +![1617693201106](assets/1617693201106.png) + +> 即以某种依据来确定模型是否具备泛化能力。但现实生活中这个是非常难实现的,问题在于有限个,而这个有限,在我们实际操作中是不可能知道是有限个的。 \ No 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