rrcovHD v0.2-6
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Robust Multivariate Methods for High Dimensional Data
Robust multivariate methods for high dimensional data including
outlier detection, PCA, PLS and classification.
Functions in rrcovHD
| Name | Description | |
| Outlier-class | Class "Outlier" -- a base class for outlier identification | |
| CSimca-class | Class "CSimca" - classification in high dimensions based on the (classical) SIMCA method | |
| OutlierPCDist-class | Class "OutlierPCDist" - Outlier identification in high dimensions using using the PCDIST algorithm | |
| OutlierMahdist | Outlier identification using robust (mahalanobis) distances based on robust multivariate location and covariance matrix | |
| OutlierPCDist | Outlier identification in high dimensions using the PCDIST algorithm | |
| Cars | Consumer reports car data: dimensions | |
| OutlierPCOut-class | Class "OutlierPCOut" - Outlier identification in high dimensions using using the PCOUT algorithm | |
| CSimca | Classification in high dimensions based on the (classical) SIMCA method | |
| OutlierMahdist-class | Class OutlierMahdist - Outlier identification using robust (mahalanobis) distances based on robust multivariate location and covariance matrix | |
| OutlierPCOut | Outlier identification in high dimensions using the PCOUT algorithm | |
| OutlierSign1-class | Class "OutlierSign1" - Outlier identification in high dimensions using the SIGN1 algorithm | |
| RSimca-class | Class "RSimca" - robust classification in high dimensions based on the SIMCA method | |
| RSimca | Robust classification in high dimensions based on the SIMCA method | |
| OutlierSign2-class | Class "OutlierSign2" - Outlier identification in high dimensions using the SIGN2 algorithm | |
| SosDiscRobust-class | Class SosDiscRobust - robust and sparse multigroup classification by the optimal scoring approach | |
| OutlierSign2 | Outlier identification in high dimensions using the SIGN2 algorithm | |
| SosDiscClassic-class | Class SosDiscClassic - sparse multigroup classification by the optimal scoring approach | |
| SosDiscRobust | Robust and sparse multigroup classification by the optimal scoring approach | |
| SummarySimca-class | Class "SummarySimca" - summary of "Simca" objects | |
| PredictSimca-class | Class "PredictSimca" - prediction of "Simca" objects | |
| OutlierSign1 | Outlier identification in high dimensions using the SIGN1 algorithm | |
| SummarySosDisc-class | Class "SummarySosDisc" - summary of "SosDisc" objects | |
| getWeight-methods | Accessor methods to the essential slots of Outlier and its subclasses | |
| rcpp_hello_world | Simple function using Rcpp | |
| SPcaGrid-class | Class SPcaGrid - Sparse Robust PCA using PP - GRID search Algorithm | |
| soil | Exchangable cations in forest soil data set | |
| Simca-class | Class "Simca" - virtual base class for all classic and robust SIMCA classes representing classification in high dimensions based on the SIMCA method | |
| SPcaGrid | Sparse Robust Principal Components based on Projection Pursuit (PP): GRID search Algorithm | |
| SosDisc-class | Class "SosDisc" - virtual base class for all classic and robust SosDisc classes representing the results of the robust and sparse multigroup classification by the optimal scoring approach | |
| kibler | 1985 Auto Imports Database | |
| olitos | Olive Oil Data | |
| PredictSosDisc-class | Class "PredictSosDisc" - prediction of "SosDisc" objects | |
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Details
| Date | 2019-11-10 |
| VersionNote | Released 0.2-5 on 2016-11-11 on CRAN |
| LinkingTo | Rcpp |
| LazyLoad | yes |
| LazyData | yes |
| License | GPL (>= 2) |
| Packaged | 2019-11-25 00:55:24 UTC; Share |
| NeedsCompilation | yes |
| Repository | CRAN |
| Date/Publication | 2019-11-29 06:10:02 UTC |
| suggests | MASS |
| depends | methods , robustbase (>= 0.92-1) , rrcov (>= 1.3-7) |
| imports | pcaPP , pls , Rcpp , robustHD , spls , stats4 |
| Contributors | Valentin Todorov |
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