diff --git a/docs/chapter8/chapter8.md b/docs/chapter8/chapter8.md
index fdd5cff..288e6ac 100644
--- a/docs/chapter8/chapter8.md
+++ b/docs/chapter8/chapter8.md
@@ -84,12 +84,12 @@ $$
 $$
 
 [解析]：由公式(8.5)中对于符号$\mathbb{E}_{\boldsymbol{x} \sim \mathcal{D}}[\cdot]$的解释可知
-
 $$
 \begin{aligned}
 \ell_{\exp }(H | \mathcal{D}) &=\mathbb{E}_{\boldsymbol{x} \sim \mathcal{D}}\left[e^{-f(\boldsymbol{x}) H(\boldsymbol{x})}\right] \\
 &=\sum_{\boldsymbol{x} \in D} \mathcal{D}(\boldsymbol{x}) e^{-f(\boldsymbol{x}) H(\boldsymbol{x})} \\
-&=\sum_{i=1}^{|D|} \mathcal{D}\left(\boldsymbol{x}_{i}\right)\left(e^{-H\left(\boldsymbol{x}_{i}\right)} P\left(f\left(\boldsymbol{x}_{i}\right)=1 | \boldsymbol{x}_{i}\right)+e^{H\left(\boldsymbol{x}_{i}\right)} P\left(f\left(\boldsymbol{x}_{i}\right)=-1 | \boldsymbol{x}_{i}\right)\right)
+&=\sum_{i=1}^{|D|} \mathcal{D}\left(\boldsymbol{x}_{i}\right)\left(e^{-H\left(\boldsymbol{x}_{i}\right)} \mathbb{I}\left(f\left(\boldsymbol{x}_{i}\right)=1\right)+e^{H\left(\boldsymbol{x}_{i}\right)} \mathbb{I}\left(f\left(\boldsymbol{x}_{i}\right)=-1\right)\right)\\
+&=e^{-H\left(\boldsymbol{x}_{i}\right)} P\left(f\left(\boldsymbol{x}_{i}\right)=1 | \boldsymbol{x}_{i}\right)+e^{H\left(\boldsymbol{x}_{i}\right)} P\left(f\left(\boldsymbol{x}_{i}\right)=-1 | \boldsymbol{x}_{i}\right)
 \end{aligned}
 $$