Logistic Regression Step N | Vantage Analytics Library - Logistic Regression Step N (Stepwise-only) - Vantage Analytics Library

Vantage Analytics Library User Guide

Deployment
VantageCloud
VantageCore
Edition
Enterprise
IntelliFlex
Lake
VMware
Product
Vantage Analytics Library
Release Number
2.2.0
Published
March 2023
Language
English (United States)
Last Update
2024-01-02
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Product Category
Teradata Vantage
  • In Report—This report is the same as the Variables in Model report, but it is provided for each step during stepwise logistic regression based on the variables currently in the model at each step.
  • Out Report
    • Column Name—Independent variable excluded from the model.
    • W Statistic—Specialized statistic designed to determine the best variable to add to a model without calculating a maximum likelihood solution for each variable outside the model. The W statistic is assumed to follow a chi-squared distribution with one degree of freedom due to its similarity to other statistics, and it gives evidence of behaving similarly to the likelihood ratio statistic. For more information, refer to [Peduzzi, Hardy and Holford].
    • Chi Sqr P-value—The W statistic is assumed to follow a chi-squared distribution on one degree of freedom due to its similarity to other statistics, and it gives evidence of behaving similarly to the likelihood ratio statistic. Therefore, the variable with the smallest chi-squared probability or P-value associated with its W statistic is added to the model in a forward step if the P-value is less than the criterion to enter.