Classification algorithms are a type of supervised machine learning technique used to categorize data into predefined classes. In the context of cancer, these algorithms are instrumental in diagnosing, predicting, and understanding the progression of cancer by analyzing various data inputs such as genetic information, imaging data, or clinical parameters.