Novel tools tools for linear, nonlinear and nonparametric regression. | FEATURES: | EXAMPLE: PARAMETRIC MODEL FIT ASSESSMENT | EXAMPLE; OVA VS. AVA IN MULTICLASS PROBLEMS | EXAMPLE: ADJUSTMENT OF CLASS PROBABILITIES IN CLASSIFICATION PROBLEMS | MULTICLASS CLASSIFICATION WITH k-NN | EXAMPLE: RECTANGULARIZATION OF TIME SERIES
Package: regtools 1.7.5
regtools: Regression and Classification Tools
Tools for linear, nonlinear and nonparametric regression and classification. Novel graphical methods for assessment of parametric models using nonparametric methods. One vs. All and All vs. All multiclass classification, optional class probabilities adjustment. Nonparametric regression (k-NN) for general dimension, local-linear option. Nonlinear regression with Eickert-White method for dealing with heteroscedasticity. Utilities for converting time series to rectangular form. Utilities for conversion between factors and indicator variables. Some code related to "Statistical Regression and Classification: from Linear Models to Machine Learning", N. Matloff, 2017, CRC, ISBN 9781498710916.
Authors:
regtools_1.7.5.tar.gz
regtools_1.7.5.zip(r-4.7)regtools_1.7.5.zip(r-4.6)regtools_1.7.5.zip(r-4.5)
regtools_1.7.5.tgz(r-4.6-any)regtools_1.7.5.tgz(r-4.5-any)
regtools_1.7.5.tar.gz(r-4.7-any)regtools_1.7.5.tar.gz(r-4.6-any)
regtools_1.7.5.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
regtools/json (API)
| # Install 'regtools' in R: |
| install.packages('regtools', repos = c('https://matloff.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/matloff/regtools/issues
Datasets:
- courseRecords - Records from several offerings of a certain course.
- currency - Pre-Euro Era Currency Fluctuations
- day - Bike sharing data.
- day1 - Bike sharing data.
- day2 - Bike sharing data.
- english - English vocabulary data
- falldetection - Fall Detection Data
- ltrfreqs - Letter Frequencies
- mlb - Major Leage Baseball player data set.
- mlens - MovieLens User Summary Data
- newadult - UCI adult income data set, adapted
- oliveoils - Italian olive oils data set.
- peDumms - Silicon Valley programmers and engineers data
- pef - Silicon Valley programmers and engineers data
- peFactors - Silicon Valley programmers and engineers data
- phoneme - Phoneme Data
- prgeng - Silicon Valley programmers and engineers data
- quizDocs - Course quiz documents
- quizzes - Course quiz documents
- sw - Swiss Roll
- weatherTS - Weather Time Series
- yell10k - New York Taxi Data
Last updated from:d88c654729. Checks:7 WARNING, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | WARNING | 164 | ||
| source / vignettes | OK | 273 | ||
| linux-release-x86_64 | WARNING | 200 | ||
| macos-release-arm64 | WARNING | 124 | ||
| macos-oldrel-arm64 | WARNING | 127 | ||
| windows-devel | WARNING | 164 | ||
| windows-release | WARNING | 157 | ||
| windows-oldrel | WARNING | 113 | ||
| wasm-release | OK | 141 |
Exports:allNumericavalogpredavalogtrnbestKperPointboundaryplotcatDFRowcharsToFactorsclassadjustcoef.lmacconfusionconstColsdiagNeuraldiscretizedoPCAdummiesToFactordummiesToIntexploreExpVarsfactorsToDummiesfactorTo012etcfactorToDummiesfindOverallLossfineTuningfineTuningMultfineTuningPargetDFclassesgetNamedArgshasCharactershasFactorskminkNNkNNallKknnestknnFineTuneknntrnkNNxvkrsFitkrsFitImgl1l2lmacloclinloclogitloglinacmakeNAMAPEmeanymedianymmmmscalemultColsNAsTo0snlshcnonparvarplotnonparvsxplotovaknntrnovalogtrnpartTrnTstparvsnonparplotpcacPCAwithFactorspenroseLMpenrosePolyplot.rlmplotExpVarspredict.knnpredict.ovaknnpredict.penroseLMpredict.penrosePolypreprocessxprobIncorrectClasspropMisclassprToFilepythonBlankSplitreplicMeansridgelmridgePolystdErrPredstopBrowsertbltofakedftoAllNumerictoSubFactortoSuperFactorTStoXTStoXmvulistunscalevaryvcov.lmacxyDataframeToMatrixxyzPlotZerosToNAs
Dependencies:abindbackportsbootbroomcarcarDataclicodetoolscolorspacecowplotcpp11data.tableDerivdoBydplyrfarverFNNforeachforecastFormulafracdiffgenericsggplot2glmnetgluegtablegtoolsisobanditeratorslabelinglatticelifecyclelme4lmtestmagrittrMASSMatrixMatrixModelsmgcvmicrobenchmarkminqamodelrmvtnormnlmenloptrnnetnumDerivpbkrtestpillarpkgconfigpolyregpurrrquantregR.methodsS3R.ooR.utilsR6rbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreformulasrjerlangS7sandwichscalesshapeSparseMstringistringrsurvivaltibbletidyrtidyselecttimeDateurcautf8vctrsviridisLitewithrzoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Overview and Package Reference Guide | regtools-package regtools |
| Records from several offerings of a certain course. | courseRecords |
| Pre-Euro Era Currency Fluctuations | currency |
| Bike sharing data. | day day1 day2 |
| English vocabulary data | english |
| Factor Conversion Utilities | charsToFactors discretize dummiesToFactor dummiesToInt factorsToDummies factorTo012etc factorToDummies getDFclasses hasCharacters hasFactors toAllNumeric toSubFactor toSuperFactor xyDataframeToMatrix |
| Fall Detection Data | falldetection |
| Grid Search Plus More | fineTuning fineTuningMult fineTuningPar knnFineTune plot.tuner |
| k-NN Nonparametric Regression and Classification | bestKperPoint exploreExpVars kmin kNN kNNallK knnest knntrn kNNxv l1 l2 loclin loclogit MAPE meany mediany nonparvarplot nonparvsxplot parvsnonparplot plotExpVars predict.knn preprocessx vary |
| Tools for Neural Networks | diagNeural krsFit krsFitImg predict.krsFit |
| Available Cases Method for Missing Data | coef.lmac lmac loglinac makeNA NAsTo0s pcac tbltofakedf vcov.lmac ZerosToNAs |
| Letter Frequencies | ltrfreqs |
| Utilities | doPCA findOverallLoss getNamedArgs multCols partTrnTst PCAwithFactors probIncorrectClass propMisclass prToFile pythonBlankSplit replicMeans stdErrPred stopBrowser ulist |
| Major Leage Baseball player data set. | mlb |
| MovieLens User Summary Data | mlens |
| Method of Moments, Including Possible Regression Terms | mm |
| Classification with More Than 2 Classes | avalogpred avalogtrn boundaryplot classadjust confusion factorTo012ec ovaknntrn ovalogpred ovalogtrn predict.ovaknn |
| UCI adult income data set, adapted | newAdult newadult |
| Heteroscedastic Nonlinear Regression | nlshc |
| Italian olive oils data set. | oliveoils |
| Penrose-Inverse Linear Models and Polynomial Regression | penroseLM penrosePoly predict.penroseLM predict.penrosePoly ridgePoly |
| Phoneme Data | phoneme |
| Silicon Valley programmers and engineers data | peDumms pef peFactors prgeng |
| Course quiz documents | quizDocs quizzes |
| Ridge Regression | plot.rlm ridgelm |
| Swiss Roll | sw SwissRoll |
| Transform Time Series to Rectangular Form | TStoX TStoXmv |
| Miscellaneous Utilities | allNumeric catDFRow constCols mmscale unscale |
| Weather Time Series | weatherTS |
| Misc. Graphics | xyzPlot |
| New York Taxi Data | yell10k |
