DMwR2: Functions and Data for the Second Edition of "Data Mining with R"

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Functions and data accompanying the second edition of the book "Data Mining with R, learning with case studies" by Luis Torgo, published by CRC Press.

Author
Luis Torgo [aut, cre]
Date of publication
2016-10-13 00:23:37
Maintainer
Luis Torgo <ltorgo@dcc.fc.up.pt>
License
GPL (>= 2)
Version
0.0.2
URLs

View on CRAN

Man pages

algae
Training data for predicting algae blooms
algae.sols
The solutions for the test data set for predicting algae...
centralImputation
Fill in NA values with central statistics
centralValue
Obtain statistic of centrality
createEmbedDS
Creates an embeded data set from an univariate time series
dist.to.knn
An auxiliary function of 'lofactor()'
DMwR2-package
Functions and data for the second edition of the book "Data...
GSPC
A set of daily quotes for SP500
kNN
k-Nearest Neighbour Classification
knneigh.vect
An auxiliary function of 'lofactor()'
knnImputation
Fill in NA values with the values of the nearest neighbours
lofactor
An implementation of the LOF algorithm
manyNAs
Find rows with too many NA values
nrLinesFile
Counts the number of lines of a file
outliers.ranking
Obtain outlier rankings
reachability
An auxiliary function of 'lofactor()'
rpartXse
Obtain a tree-based model
rt.prune
Prune a tree-based model using the SE rule
sales
A data set with sale transaction reports
sampleCSV
Drawing a random sample of lines from a CSV file
sampleDBMS
Drawing a random sample of records of a table stored in a...
SelfTrain
Self train a model on semi-supervised data
sigs.PR
Precision and recall of a set of predicted trading signals
SoftMax
Normalize a set of continuous values using SoftMax
sp500
A set of daily quotes for SP500 in CSV Format
test.algae
Testing data for predicting algae blooms
tradeRecord-class
Class "tradeRecord"
tradingEvaluation
Obtain a set of evaluation metrics for a set of trading...
trading.signals
Discretize a set of values into a set of trading signals
trading.simulator
Simulate daily trading using a set of trading signals

Files in this package

DMwR2
DMwR2/inst
DMwR2/inst/CITATION
DMwR2/NAMESPACE
DMwR2/data
DMwR2/data/algae.RData
DMwR2/data/sales.RData
DMwR2/data/GSPC.RData
DMwR2/data/datalist
DMwR2/data/sp500.csv.xz
DMwR2/R
DMwR2/R/classes.R
DMwR2/R/utils.R
DMwR2/R/trading.R
DMwR2/R/OR.R
DMwR2/R/LOF.R
DMwR2/R/kNN.R
DMwR2/R/selfTraining.R
DMwR2/R/trees.R
DMwR2/MD5
DMwR2/DESCRIPTION
DMwR2/man
DMwR2/man/algae.sols.Rd
DMwR2/man/knnImputation.Rd
DMwR2/man/centralImputation.Rd
DMwR2/man/sales.Rd
DMwR2/man/SoftMax.Rd
DMwR2/man/trading.signals.Rd
DMwR2/man/reachability.Rd
DMwR2/man/kNN.Rd
DMwR2/man/centralValue.Rd
DMwR2/man/lofactor.Rd
DMwR2/man/sp500.Rd
DMwR2/man/rpartXse.Rd
DMwR2/man/SelfTrain.Rd
DMwR2/man/nrLinesFile.Rd
DMwR2/man/dist.to.knn.Rd
DMwR2/man/manyNAs.Rd
DMwR2/man/knneigh.vect.Rd
DMwR2/man/rt.prune.Rd
DMwR2/man/GSPC.Rd
DMwR2/man/tradingEvaluation.Rd
DMwR2/man/sigs.PR.Rd
DMwR2/man/algae.Rd
DMwR2/man/sampleCSV.Rd
DMwR2/man/sampleDBMS.Rd
DMwR2/man/test.algae.Rd
DMwR2/man/tradeRecord-class.Rd
DMwR2/man/trading.simulator.Rd
DMwR2/man/DMwR2-package.Rd
DMwR2/man/outliers.ranking.Rd
DMwR2/man/createEmbedDS.Rd
DMwR2/CHANGES