Publication | Closed Access
Multi-response permutation procedures for a priori classifications
305
Citations
10
References
1976
Year
Multi-response Permutation ProceduresApproximate TestsClassification MethodEngineeringMachine LearningData ScienceData MiningAutomatic ClassificationPredictive AnalyticsKnowledge DiscoveryAverage DistanceExact Permutation TestIntelligent ClassificationStatistical InferenceStatistical AnalysisStatisticsSurvey Methodology
An exact permutation test for analyzing and/or dredging multi-response data at the ordinal or higher levels is presented. The associated test statistic is based on the average distance (or any specified norm) between points within a priori disjoint subgroups of a finite population of points in an r-dimensional space (corresponding to r measured responses from each object in a finite population of objects). Alternative approximate tests based on the beta and normal distributions are provided. Two detailed examples utilizing actual social science data are considered, including comparisons of the approximate tests. An additional example describes the behavior of these tests under a variety of conditions, including extreme data configurations
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