Package: ORION 1.1.1

ORION: Ordinal Relations

Functions to handle ordinal relations reflected within the feature space. Those function allow to search for ordinal relations in multi-class datasets. One can check whether proposed relations are reflected in a specific feature representation. Furthermore, it provides functions to filter, organize and further analyze those ordinal relations.

Authors:L Lausser [aut], LM Schaefer [aut], R Szekely [aut], A Stolnicu [aut], HA Kestler [aut, cre]

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manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
ORION/json (API)

# Install 'ORION' in R:

install.packages('ORION', repos = c('https://hkestler.r-universe.dev', 'https://cloud.r-project.org'))

Datasets:

esl - ESL Dataset
esl_org - ESL Dataset
nonOrdinalData - Non-ordinal data
ordinalData - Ordinal data
screeningData - Screening data

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

3.64 score 22 scripts 270 downloads 45 mentions 17 exports 17 dependencies

Last updated from:e3246091d7. Checks:13 OK. Indexed: yes.

Target	Result	Time
linux-devel-arm64	OK	188
linux-devel-x86_64	OK	175
source / vignettes	OK	199
linux-release-arm64	OK	188
linux-release-x86_64	OK	179
macos-release-arm64	OK	145
macos-release-x86_64	OK	393
macos-oldrel-arm64	OK	115
macos-oldrel-x86_64	OK	237
windows-devel	OK	151
windows-release	OK	163
windows-oldrel	OK	149
wasm-release	OK	104

Exports:as.edgedataframe as.subcascades conf confusionTable dropSets dropSize dropThreshold generateGraphs groupwise keepSets keepSize keepThreshold mergeSubcascades predictionMap projectData subcascades tunePareto.occ

Dependencies:class cli codetools e1071 foreach glue iterators lifecycle magrittr MASS plotrix proxy rlang stringi stringr TunePareto vctrs

ORION Package Vignette

Rendered fromORION.Rmdusingknitr::rmarkdown

Last update: 2022-02-07
Started: 2020-05-11

Help page	Topics
ORION: Example Package	ORION-package ORION
Coerce to an Edge List	as.edgedataframe
Coerce to a Subcascades Object	as.subcascades
Construction of Binary Classifier Sensitivities	conf
Construction of a Confusion Table	confusionTable
Filter out Subcascades	dropSets
Filters for size	dropSize
Exclude Cascades Based on Threshold	dropThreshold
ESL Dataset	esl
ESL Dataset	esl_org
Generate a dot string graph for the obtained cascades/subcascades	generateGraphs
Coerce to a Groupwise object	groupwise
Filter Subcascades	keepSets
Filter for Size	keepSize
Filters for Threshold	keepThreshold
Merge Subcascades	mergeSubcascades
non-ordinal data	nonOrdinalData
ordinal data	ordinalData
Base Classifier Performance Heatmap	plot.Conf
Extended Confusion Table Plot	plot.ConfusionTable
Heatmap of a Groupwise Object	plot.Groupwise
Heatmap of a PredictionMap Object	plot.PredictionMap
Heatmap of a Subcascades Object	plot.Subcascades
Base Classifier Performance Heatmap	plotBaseClassifier
Base Classifier Performance Heatmap	plotConf
Construction of a Prediction Map Object	predictionMap
Prints all details about a Conf object.	print.Conf
Prints all details about a ConfusionTable object.	print.ConfusionTable
Prints all details about a Groupwise object.	print.Groupwise
Prints all details about a PredictionMap object.	print.PredictionMap
Prints all details about a Subcascades object.	print.Subcascades
1D data projection	projectData
screening data	screeningData
Subcascades Evaluation	subcascades
Summary of conf	summary.Conf
Summary of confusion tables	summary.ConfusionTable
Overview Class Groups	summary.Groupwise
Summary of prediction maps	summary.PredictionMap
Summary Subcascades Characteristics	summary.Subcascades
Occurrence of Classes by Size	summaryClasses
Overview Subcascades	summarySubcascades
Ordinal Classifier Cascade Tune Pareto Object	tunePareto.occ

Package: ORION 1.1.1

ORION: Ordinal Relations

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Help Manual

Usage by other packages (reverse dependencies)