JOURNAL ARTICLE

Detecting Outliers in Multivariate Laboratory Data

Harry Southworth

Year: 2008 Journal:   Journal of Biopharmaceutical Statistics Vol: 18 (6)Pages: 1178-1183   Publisher: Taylor & Francis

Abstract

Laboratory data collected in clinical trials often include outliers, and these are often the observations of most interest. In high dimensional settings, outliers can be difficult to detect and can be masked by classical statistical methods. A method of plotting robustly scaled data in such a way as to expose outliers is described and an application is presented.

Keywords:
Outlier Multivariate statistics Computer science Data mining Robust statistics Anomaly detection Statistics Artificial intelligence Pattern recognition (psychology) Machine learning Mathematics

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Cited By
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FWCI (Field Weighted Citation Impact)
11
Refs
0.13
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Is in top 1%
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Citation History

Topics

Advanced Statistical Methods and Models
Physical Sciences →  Mathematics →  Statistics and Probability
Advanced Statistical Process Monitoring
Social Sciences →  Decision Sciences →  Statistics, Probability and Uncertainty
Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability

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