Imputing missing data for predictions

Introduction

Deleting observations

Deleting whole row if missing data (bias if not random)

Linear interpolation

Missing Completely At Random (MCAR)

Different to MAR

Missing at Random (MAR)

Other

Interpolation: mean, conditional (in IID, different for time series)