Machine Learning with a Reject Option: A survey

Understand

Machine learning models always make a prediction, even when it is likely to be inaccurate.

• This behavior should be avoided in many decision support applications, where mistakes can have severe consequences.
• Albeit already studied in 1970, machine learning with rejection recently gained interest.
• This machine learning subfield enables machine learning models to abstain from making a prediction when likely to make a mistake.