TAI part 2

What is a limitation of permutation feature importance?

• Correlated features can have low importance

• Hard to interpret

• Requires retraining the model

• It is not model agnostic

Which of the following is NOT a way to calculate feature importance in XGBoost?

• Cover

• Gain

• Loss

• Weight

The process of identifying the discrimination against the specific groups calls

• Discrimination impact analysis

• Disability impact analysis

• Disparate impact analysis

• Discrete impact analysis

Which of the following is NOT a taxonomy of the Fairness metrics?

• Data VS Model

• Pre-process VS In-process

• Group VS Individual

• WAE vs WYSIWYG

What does WAE stand for?

• We’re all equivalent

• We’re all explainable

• We’re all expected

• We’re all equal

Which of the following is a group of the bias mitigation algorithms?

• In-Processing

• Before-processing

• After-processing

• On-Processing

Which of the following is NOT an adversarial attack?

• Extraction

• Evasion

• Poisoning

• Interference

What type of adversarial attacks could be classified as Targeted/Untargeted?

• Extraction

• Evasion

• Poisoning

• Inference