Increasing model complexity involves adding more parameters, variables, and layers to a model to better capture the dynamics of disease transmission. This can include incorporating factors such as host behavior, environmental factors, and intervention strategies. Complex models can also integrate data from multiple sources, use advanced statistical techniques, and employ machine learning algorithms.