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) |
| FullText | Links: – Type: ebook-pdf Text: Availability: 0 |
|---|---|
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| Items | – Name: Title Label: Title Group: Ti Data: Outliers: Detection and Analysis – Name: Abstract Label: Description Group: Ab Data: 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. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Apra+Lipi%22">Apra Lipi</searchLink> – Name: TypePub Label: Resource Type Group: TypPub Data: eBook. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Outliers+%28Statistics%29%22">Outliers (Statistics)</searchLink><br /><searchLink fieldCode="DE" term="%22Error+analysis+%28Mathematics%29%22">Error analysis (Mathematics)</searchLink> – Name: SubjectBISAC Label: Categories Group: Su Data: <searchLink fieldCode="ZK" term="%22MATHEMATICS+%2F+General%22">MATHEMATICS / General</searchLink> |
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| RecordInfo | BibRecord: BibEntity: Classifications: – Code: 519.52 Scheme: ddc Type: prePub Languages: – Code: eng Text: English Subjects: – SubjectFull: Outliers (Statistics) Type: general – SubjectFull: Error analysis (Mathematics) Type: general Titles: – TitleFull: Outliers: Detection and Analysis Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Apra Lipi – PersonEntity: Name: NameFull: Apra Lipi IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Type: published Y: 2022 – D: 26 M: 07 Type: profile Y: 2022 Identifiers: – Type: isbn-print Value: 9781685075545 – Type: isbn-electronic Value: 9781685075873 Titles: – TitleFull: Outliers: Detection and Analysis Type: main |
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