Why are Bayesian Models Important in Cancer Research?
In the context of cancer research, Bayesian models are crucial for several reasons:
Incorporating Prior Knowledge: They allow researchers to incorporate prior knowledge from previous studies or clinical trials, which is particularly valuable when dealing with rare cancers or limited data. Handling Uncertainty: Bayesian models provide a natural framework for dealing with uncertainty and variability in biological data, which is often noisy and complex. Adaptive Learning: These models can be updated as new data becomes available, making them highly adaptive for dynamic systems such as tumor growth and treatment response.