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Who Has What? Predictive Modeling Using Customer Billing DataPublished by: IDC Published: Aug. 21, 2007 - 26 Pages Table of ContentsTable of Contents Energy Insights Opinion In This Report Situation Overview Applications Method Specifics Predictive Modeling Techniques Logistic Regression Discriminant Analysis CHAID Table: Summary of Predictive Modeling Techniques Accuracy and Error Rates Figure: Type I and Type II Errors General Comments About Modeling Case Study 1: San Diego Gas & Electric and Central AC Background and Setup Logistic Regression Results Table: Summary of Logistic Regression Models Predicting the Presence of Central AC: SDG&E Case Study Figure: Predicted Error Rates and Accuracy for Central AC Using Logistic Regression: SDG&E Case Study Table: Comparison of Logistic Regression Results with Classification Probabilities of 0.5 and 0.4: SDG&E Case Study Discriminant Analysis Results Table: Summary of Discriminant Analysis Models Predicting the Presence of Central AC: SDG&E Case Study CHAID Results Figure: Partial CHAID Tree for Central AC Model: SDG&E Case Study Comparison of Methods for Central AC Data Table: Comparison of Logistic Regression, Discriminant Analysis, and CHAID Models Predicting the Presence of Central AC: SDG&E Case Study Follow-Up Real-World Application Case Study 2: Alliant Energy and Electric Heat Background and Setup Defining the Criterion Variable Overall Modeling Approach Logistic Regression Results Table: Logistic Regression and Discriminant Analysis Models Predicting the Presence of Electric Heat: Alliant Energy Case Study Figure: Predicted Error Rates and Accuracy for Electric Heat Using Logistic Regression: Alliant Energy Case Study Discriminant Analysis Results CHAID Results Figure: CHAID Tree for Electric Heat Model: Alliant Energy Case Study Comparison of Methods for Electric Heat Data Lessons Learned Future Outlook Essential Guidance Actions to Consider Learn More Related Research Synopsis AbstractThis document is about Who Has What? Predictive Modeling Using Customer Billing DataGet Full Details About This Report >> |
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