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관리 메뉴

Studying data

Univariate and Multivariate Outlier Detection 본문

Data Science

Univariate and Multivariate Outlier Detection

halloweenie 2023. 6. 26. 22:41

Univariate Outlier Detection 

- Distribution plot

- Z-score

- Boxplot

- IQR (Tukey fences)

- K-means clustering

 

Multivariate Outlier Detection

- Isolation Forest

- Local Outlier Factor

- Minimum Covariance Determinant (MCD) / Mahalanobis distance

- DBSCAN

 

 

https://towardsdatascience.com/univariate-outlier-detection-in-python-40b621295bc5

 

Univariate Outlier Detection in Python

Five methods for being able to detect outliers from your dataset

towardsdatascience.com

 

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