Code and data to reproduce the results presented in the paper Area-based epigraph and hypograph indices for functional outlier detection by Pulido B., Franco-Pereira A.M., Lillo R.E., and Scheipl F.
The Figures included in the paper are available in the plots folder and the code needed to generate them is available in the code folder in the following way:
- Section 3:
- Up to Section 3.1 including Appendix A: plots_paper.R
- Section 3.2: elections.R
- Section 4: plots_simulation_study.R
- Section 5: real_data.R
Tables in Appendix B are generated from the code in code/tables_tpr_fpr_auc.R
This project was developed using the following R packages and versions:
| Package | Version |
|---|---|
| cowplot | 1.1.3 |
| dbscan | 1.2.2 |
| doParallel | 1.0.17 |
| dplyr | 1.1.4 |
| ehymet | 0.1.1 |
| fda | 6.2.0 |
| fdaoutlier | 0.2.1 |
| foreach | 1.5.2 |
| ggplot2 | 3.5.1 |
| gt | 1.0.0 |
| gridExtra | 2.3 |
| leaflet | 2.2.2 |
| Metrics | 0.1.4 |
| mltools | 0.3.5 |
| parallel | 4.4.2 |
| patchwork | 1.3.0 |
| pcaPP | 2.0.5 |
| purrr | 1.0.4 |
| Rcpp | 1.0.14 |
| rlang | 1.1.5 |
| robust | 0.7.5 |
| robustbase | 0.99.4.1 |
| rrcov | 1.7.6 |
| scales | 1.3.0 |
| splines | 4.4.2 |
| stringr | 1.5.1 |
| tf | 0.3.4 |
| tibble | 3.2.1 |
| tidyr | 1.3.1 |
| tidyfun | 0.0.98 |
| tidyverse | 2.0.0 |
| xtable | 1.8.4 |