Patent Document ID: 10127696
Application ID: 15927610
Patent Flag: 1

Claim One:
1. An apparatus, comprising: processing circuitry; and memory to store instructions that, when executed by the processing circuitry, cause the processing circuitry to: determine a dataset and a model to generate one or more partial dependence (PD) plots, each of the one or more PD plots to visually indicate an effect that corresponding one or more variables has on a predicted outcome; perform clustering on the dataset to generate a number of clusters of data for the dataset, each cluster of data comprising a cluster center value, each of the cluster center values to represent data in a corresponding cluster; generate a reduced dataset including each of the cluster center values representing data in the corresponding cluster; replicate each of the cluster center values of the reduced dataset for each of the one or more variables, wherein a number of replications of the cluster center values is based on a number of unique values of the one or more variables to plot; score each of the clusters using the cluster center values and the model to generate a score for each of the clusters; generate average scores for the clusters by averaging the scores across the clusters; generate weighted average scores by weighting the average scores with cluster frequencies for the clusters; generate the one or more PD plots each corresponding with a variable of the one or more variables plotted against one of the weighted average scores by applying the model to the reduced dataset to visually indicate the effect that the one or more variables has on the predicted outcome; and present the one or more PD plots in a display on a display device.