Research on the Influencing Factors of Film Consumption and Box Office Forecast in the Digital Era: Based on the Perspective of Machine Learning and Model Integration

<table class="table-group" id="tab4"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">GLM: generalized linear model</td><td class="align_left"></td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">Model</td><td class="align_center">GLM_1_AutoML_20200707_105158</td></tr><tr><td class="align_left">Frame</td><td class="align_center">automl_training_Key_Frame__movie_r2.hex</td></tr><tr><td class="align_left">Description</td><td class="align_center">·</td></tr><tr><td class="align_left">Model_category</td><td class="align_center">Regression</td></tr><tr><td class="align_left">MSE</td><td class="align_center">0.051241</td></tr><tr><td class="align_left">RMSE</td><td class="align_center">0.226365</td></tr><tr><td class="align_left">r2</td><td class="align_center">0.924182</td></tr><tr><td class="align_left">Mean_residual_deviance</td><td class="align_center">0.051241</td></tr><tr><td class="align_left">mae</td><td class="align_center">0.16952</td></tr><tr><td class="align_left">rmsle</td><td class="align_center">0.027431</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Analysis of fitting effect of generalized linear model.</div>

Wireless Communications and Mobile Computing

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Table 4

Table 4: Research on the Influencing Factors of Film Consumption and Box Office Forecast in the Digital Era: Based on the Perspective of Machine Learning and Model Integration 

Table 4 | Research on the Influencing Factors of Film Consumption and Box Office Forecast in the Digital Era: Based on the Perspective of Machine Learning and Model Integration 