Time correlation functions are mathematical tools used to describe how the properties of a system evolve over time, providing insights into dynamic processes and relaxation phenomena. They are crucial in fields like statistical mechanics and quantum mechanics for understanding temporal dependencies and fluctuations in physical systems.