JOURNAL ARTICLE

Tests for Multiple Outliers in an Exponential Sample

Chien‐Tai LinN. Balakrishnan

Year: 2013 Journal:   Communications in Statistics - Simulation and Computation Vol: 43 (4)Pages: 706-722   Publisher: Taylor & Francis

Abstract

Abstract By applying the recursion of Huffer (Citation1988) repeatedly, we propose an algorithm for evaluating the null joint distribution of Dixon-type test statistics for testing discordancy of k upper outliers in exponential samples. By using the critical values of Dixon-type test statistics determined from the proposed algorithm and those of Cochran-type test statistics presented earlier by Lin and Balakrishnan (Citation2009), we carry out an extensive Monte Carlo study to investigate the powers and the error probabilities for the effects of masking and swamping when the number of outliers k = 2 and 3. Based on our empirical findings, we recommend Rosner's (Citation1975) sequential test procedure based on Dixon-type test statistics for testing multiple outliers from an exponential distribution. Keywords: Critical valuesExponential distributionMasking effectOutliersSequential testingSpacingsSwamping effectMathematics Subject Classification:

Keywords:
Outlier Statistics Type I and type II errors Mathematics Monte Carlo method Exponential distribution Statistical hypothesis testing Algorithm

Metrics

17
Cited By
1.78
FWCI (Field Weighted Citation Impact)
23
Refs
0.87
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Statistical Methods and Models
Physical Sciences →  Mathematics →  Statistics and Probability
Statistical Distribution Estimation and Applications
Physical Sciences →  Mathematics →  Statistics and Probability
Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability

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