Outlier

Outliers are samples that show abnormal distance from other samples. They impact the accuracy of the model.

Outliers are detected during Exploratory data analysis. Several detection methods are listed.

• Background knowledge such as impossible values like negative age
• Visualization such as scatter plot
• Data Analysis such as box plot
• ML algorithms such as One-Class-SVM