Table 2 Parameters of RF model tuned over validation set
Related Figures (8)
+: Not used in prediction model as that information is not available before movie release. Table 1: Movie features likely to affect the commercial success of a movie Table 3: Importance of top 15 individual features Rather than solely rely on feature importance values discussed in previous section, we also want to investigate the causality and determine the direction of influence of important features on ROI values. Thus, in this section, we specifically explore the relationship between the key features and return. However, we note that this is a uni-variate analysis which has the shortcoming of not considering multivariate interactions. Figure 4: Plot between Is_homepage and Return Table 4: Importance of top 5 feature groups Figure 3: Plot between Movies per month and Return
