What Challenges Are Associated with Using Information Gain in Cancer?
Despite its advantages, there are several challenges. One of the primary issues is the high dimensionality of cancer-related datasets, which can make it difficult to compute information gain efficiently. Additionally, cancer is a highly heterogeneous disease, meaning that the same features might not be equally informative across different types of cancer or even among patients with the same type of cancer.
