What Role Does Data Collection Play in Addressing Class Imbalance?
Improving data collection methods can also help mitigate class imbalance. Ensuring comprehensive and representative sampling strategies can reduce the degree of imbalance. Active surveillance and targeted data collection efforts can improve the representation of the minority class, leading to more balanced datasets.