The Partial Autocorrelation Function (PACF) is a statistical method used to measure the degree of association between a time series and its own lagged values, after accounting for the values of the time series at all shorter lags. In the context of catalysis, PACF can help in understanding how catalytic activity or other relevant properties are influenced by their previous states.