What is bias in recommendation systems?

Bias refers to systematic errors that skew recommendations unfairly.

Bias can arise from popularity bias, exposure bias, selection bias, or position bias. These distort training data and lead to unfair or suboptimal recommendations. Debiasing techniques include reweighting, causal modeling, and exploration strategies.