Descriptive & EDA
72 methods in this family.
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Adjusted BoxplotThe Adjusted Boxplot is a robust descriptive tool introduced by Hubert and Vandervieren (2008) that corrects the classical IQR-based boxplot for skewness using the medcouple statisAttributes Control ChartAttributes control charts extend Shewhart's framework to count and proportion data — quality characteristics that are classified rather than measured. The p- and np-charts monitor Bland-Altman AnalysisThe Bland-Altman analysis is a graphical and statistical technique for assessing agreement between two measurement methods applied to the same subjects. Introduced by J. Martin BlaBreakdown Point AnalysisBreakdown point analysis quantifies the fraction of outliers an estimator can tolerate before it produces meaningless results. Formalised by Hampel (1971) and Donoho and Huber (198Change-Point DetectionChange-Point Detection identifies time points at which the statistical properties of a sequence — such as mean, variance, or distribution — shift abruptly. The Pruned Exact Linear Cluster AnalysisCluster analysis is a family of unsupervised multivariate techniques that partition a set of objects or observations into internally homogeneous, mutually distinct groups — cluster
All methods 72
Adjusted BoxplotAttributes Control ChartBland-Altman AnalysisBreakdown Point AnalysisChange-Point DetectionCluster AnalysisCluster-Robust Standard ErrorsCompositional Data AnalysisConfidence IntervalContrast AnalysisCross-tabulation analysisCUSUM ChartDescriptive StatisticsEffect SizeEffect size analysisEquivalence Test (TOST)EWMA ChartFleiss' KappaFligner-Killeen TestFrequency analysisHurdle ModelKernel Density EstimationLevene and Brown-Forsythe TestLilliefors TestMAD EstimationMaximum Likelihood EstimationMCUSUM ChartMEWMA ChartMissing Data MechanismsModerated MediationMood's Median TestMultiple Comparisons ProblemMultiple Regression AnalysisNull Hypothesis TestingP-Value and Statistical SignificancePage's L TestPerceptual and Preference MappingPower analysisPower Analysis for ProportionsProcess Capability AnalysisProportion TestPublication BiasRobust Cluster AnalysisRobust Conjoint AnalysisRobust Covariance (MCD)Robust Descriptive StatisticsRobust Effect Size AnalysisRobust frequency analysisRobust Hierarchical ClusteringRobust K-means ClusteringRobust Mahalanobis DistanceRobust Mediation AnalysisRobust Moderated MediationRobust PCARobust power analysisRobust ROC analysisROC analysisRuns TestSensitivity and SpecificitySequential AnalysisShapiro-Wilk testShewhart Control ChartSimulation-Based Power AnalysisSn and Qn Scale EstimatorsSomers' DStatistical Power and Sample SizeThurstone ScalingTwo-Sample Kolmogorov-Smirnov TestType I and Type II ErrorsUnfolding ModelVan der Waerden TestWinsorized Estimation