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jayarnim committed Sep 16, 2024
1 parent f5fd033 commit 234262e
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70 changes: 0 additions & 70 deletions _posts/MachineLearning/01-12-Bagging.md

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271 changes: 0 additions & 271 deletions _posts/MachineLearning/01-13-Boosting.md

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6 changes: 3 additions & 3 deletions _posts/MachineLearning/2024-01-15-Ensemble.md
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Expand Up @@ -151,15 +151,15 @@ y(x)

$$\begin{aligned}
\mathcal{D}
= \left\{ x_{1}, x_{2}, \cdots, x_{N} \right\}
= \Lambda_{1} \cup \Lambda_{2} \cup \cdots \cup \Lambda_{K}
&= \left\{ x_{1}, x_{2}, \cdots, x_{N} \right\}\\
&= \Lambda^{(1)} \cup \Lambda^{(2)} \cup \cdots \cup \Lambda^{(K)} \quad \text{s.t.}\quad \Lambda^{(i)} \cap \Lambda^{(j \ne i)} = \emptyset
\end{aligned}$$

- $m$ 번째 모형의 훈련용 데이터 세트를 다음과 같이 구성함

$$\begin{aligned}
\Omega^{(m)}_{\text{trn}}
&= \bigcup_{k=1}^{K}{\Lambda_{k}}
&= \left\{\Lambda^{(k)}_{j} \mid \Lambda^{(k)} \subseteq \mathcal{D}, j \in \{1, 2, \cdots, K\}\right\}
\end{aligned}$$

- **OOB(`O`ut `o`f `B`ag)** : 부트스트랩에 포함되지 않는 데이터 블록 집합으로서 검증용 데이터 세트로 활용됨
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