8.4 Why detecting the missing data mechanism is important?

• Imputation methods make assumptions on the type of missing data mechanism.

• Most machine learning algorithms do not accept data with missing values (see section 8.2 - Models that are Resistant to Missing Values).

• Justifies the strategy to deal with missing data.

Missing Values Treatment