Partial Independence Plots

• Plot how prediction / output changes with changes in one input
• Assuming other variables held constant (typically at average for the dataset)
• Can show marginal effects or key thresholds as the value of the input changes
• Need to be aware that assuming other variables don’t change may not be realistic -
  • inputs may be correlated

Figure 11.11: Partial Dependence Plot