From be103b9dbebfa4f8379149b9fdf4b79c0607d57f Mon Sep 17 00:00:00 2001 From: qiwang067 Date: Sun, 15 Nov 2020 11:07:12 +0800 Subject: [PATCH] add explanation of bias and variance --- docs/chapter3/chapter3.md | 6 ++++++ docs/chapter3/img/bias_variance.png | Bin 0 -> 131743 bytes 2 files changed, 6 insertions(+) create mode 100644 docs/chapter3/img/bias_variance.png diff --git a/docs/chapter3/chapter3.md b/docs/chapter3/chapter3.md index 8ee66d6..c4b9870 100644 --- a/docs/chapter3/chapter3.md +++ b/docs/chapter3/chapter3.md @@ -411,6 +411,11 @@ $\varepsilon\text{-greedy}$ 的意思是说,我们有 $1-\varepsilon$ 的概 所以我们可以把 TD 也放到 control loop 里面去估计 Q-table,再采取这个 $\varepsilon$-greedy improvement。这样就可以在 episode 没结束的时候来更新已经采集到的状态价值。 +![](img/bias_variance.png ':size=450') + +>* **偏差(bias):**描述的是预测值(估计值)的期望与真实值之间的差距。偏差越大,越偏离真实数据,如上图第二行所示。 +>* **方差(variance):**描述的是预测值的变化范围,离散程度,也就是离其期望值的距离。方差越大,数据的分布越分散,如上图右列所示。 + ### Sarsa: On-policy TD Control ![](img/model_free_control_9.png) @@ -564,6 +569,7 @@ Sarsa 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