| Name : R-PrInDT
| |
| Version : 1.0.1
| Vendor : obs://build_opensuse_org/devel:languages:R
|
| Release : lp153.2.2
| Date : 2024-06-14 11:47:16
|
| Group : Development/Libraries/Other
| Source RPM : R-PrInDT-1.0.1-lp153.2.2.src.rpm
|
| Size : 0.19 MB
| |
| Packager : (none)
| |
| Summary : Prediction and Interpretation in Decision Trees for Classification and Regression
|
Description :
Optimization of conditional inference trees from the package \'party\'
for classification and regression. For optimization, the model space is
searched for the best tree on the full sample by means of repeated
subsampling. Restrictions are allowed so that only trees are accepted
which do not include pre-specified uninterpretable split results (cf.
Weihs & Buschfeld, 2021a). The function PrInDT() represents the basic
resampling loop for 2-class classification (cf. Weihs & Buschfeld,
2021a). The function RePrInDT() (repeated PrInDT()) allows for repeated
applications of PrInDT() for different percentages of the observations
of the large and the small classes (cf. Weihs & Buschfeld, 2021c). The
function NesPrInDT() (nested PrInDT()) allows for an extra layer of
subsampling for a specific factor variable (cf. Weihs & Buschfeld,
2021b). The functions PrInDTMulev() and PrInDTMulab() deal with
multilevel and multilabel classification. In addition to these PrInDT()
variants for classification, the function PrInDTreg() has been
developed for regression problems. Finally, the function PostPrInDT()
allows for a posterior analysis of the distribution of a specified
variable in the terminal nodes of a given tree. References are: --
Weihs, C., Buschfeld, S. (2021a) \"Combining Prediction and
Interpretation in Decision Trees (PrInDT) - a Linguistic Example\"
< arXiv:2103.02336> -- Weihs, C., Buschfeld, S. (2021b) \"NesPrInDT:
Nested undersampling in PrInDT\" < arXiv:2103.14931> -- Weihs, C.,
Buschfeld, S. (2021c) \"Repeated undersampling in PrInDT (RePrInDT):
Variation in undersampling and prediction, and ranking of predictors in
ensembles\" < arXiv:2108.05129>.
|
RPM found in directory: /packages/linux-pbone/ftp5.gwdg.de/pub/opensuse/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Leap_15.3/x86_64 |
