Advanced algorithms in epidemiology refer to sophisticated computational techniques used to analyze complex health data, model the spread of diseases, and inform public health interventions. These algorithms can include machine learning, artificial intelligence, and statistical models, which provide deeper insights into disease patterns and risk factors.