Outlier Detection Tools for Functional Data Analysis
Compute the band depth for a sample of curves/observations.
Dai & Genton (2019) Directional outlyingness for univariate or multiva...
Compute the modified band depth for a sample of curves/functions.
Outlier Detection using Magnitude-Shape Plot (MS-Plot) based on the di...
Convenience function for generating functional data
Convenience function for generating functional data
Convenience function for generating functional data
Convenience function for generating functional data
Convenience function for generating functional data
Convenience function for generating functional data
Convenience function for generating functional data
Compute directional quantile outlyingness for a sample of discretely o...
Compute extremal depth for functional data
Compute the Extreme Rank Length Depth.
Functional Boxplot for a sample of functions.
Compute F distribution factors for approximating the tail of the distr...
Compute the L-infinity depth of a sample of curves/functions.
Massive Unsupervised Outlier Detection (MUOD)
Plot Data from simulation models
Random projection for multivariate data
Find and classify outliers functional outliers using Sequential Transf...
Convenience function for generating functional data
Convenience function for generating functional data
Total Variation Depth and Modified Shape Similarity Index
Outlier detection using the total variation depth and modified shape s...
A collection of functions for outlier detection in functional data analysis. Methods implemented include directional outlyingness by Dai and Genton (2019) <doi:10.1016/j.csda.2018.03.017>, MS-plot by Dai and Genton (2018) <doi:10.1080/10618600.2018.1473781>, total variation depth and modified shape similarity index by Huang and Sun (2019) <doi:10.1080/00401706.2019.1574241>, and sequential transformations by Dai et al. (2020) <doi:10.1016/j.csda.2020.106960 among others. Additional outlier detection tools and depths for functional data like functional boxplot, (modified) band depth etc., are also available.