Statistical Tests to Validate Predictive Models

Statistical Tests to Validate Predictive Models

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Article ID: iaor2016336
Volume: 31
Issue: 8
Start Page Number: 1761
End Page Number: 1768
Publication Date: Dec 2015
Journal: Quality and Reliability Engineering International
Authors: ,
Keywords: forecasting: applications, simulation, statistics: distributions, control
Abstract:

This article presents validation tests to check a predictive model over time. These validation tests are like individuals, &Xmacr; and S control charts. The individuals validation test is used when there are no replicates at the checked time points. The &Xmacr; and S validation tests can be used when there are replicates. Their power is evaluated under various scenarios via a simulation study. Based on these results, the &Xmacr; and S validation tests are recommended when there are replicate measurements.

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