4. For this exercise, you will replicate (on a smaller scale) the box-office prediction modeling explained in

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4. For this exercise, you will replicate (on a smaller scale)

the box-office prediction modeling explained in the opening vignette. Download the training dataset from Online File W5.2, MovieTrain.xlsx, which has 184 records and is in Microsoft Excel format. Use the data description given in the opening vignette to understand the domain and the problem you are trying to solve. Pick and choose your independent variables.

Develop at least three classification models (e.g., decision tree, logistic regression, neural networks).

Compare the accuracy results using 10-fold crossvalidation and percentage split techniques, use confusion matrices, and comment on the outcome. Test the models you have developed on the test set (see Online File W5.3, MovieTest.xlsx, 29 records). Analyze the results with different models and come up with the best classification model, supporting it with your results.

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Decision Support And Business Intelligence Systems

ISBN: 9780136107293

9th Edition

Authors: Dursun Delen Efraim Turban, Ramesh Sharda

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