Outliers: Detection and Analysis
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| Title: | Outliers: Detection and Analysis |
|---|---|
| Description: | This brief monograph, in the broadest terms, reviews some of the techniques for outlier detection and analysis. In addition, the effect of the presence of outliers on the statistical parameters such as higher-order moments, quartiles, deciles, percentiles, skewness, and kurtosis, etc. of the distribution are studied. It also discusses the masking and swamping effect of outliers and some primitive methods of detecting these behaviors. Furthermore, some methods of detecting outliers in multivariate data using the clustering algorithm approach are also discussed. |
| Authors: | Apra Lipi |
| Resource Type: | eBook. |
| Subjects: | Outliers (Statistics), Error analysis (Mathematics) |
| Categories: | MATHEMATICS / General |
| Database: | eBook Collection (EBSCOhost) |
| Abstract: | This brief monograph, in the broadest terms, reviews some of the techniques for outlier detection and analysis. In addition, the effect of the presence of outliers on the statistical parameters such as higher-order moments, quartiles, deciles, percentiles, skewness, and kurtosis, etc. of the distribution are studied. It also discusses the masking and swamping effect of outliers and some primitive methods of detecting these behaviors. Furthermore, some methods of detecting outliers in multivariate data using the clustering algorithm approach are also discussed. |
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| ISBN: | 9781685075545 9781685075873 |
