smartdata (version 1.0.3)

smartdata: smartdata: A package to ease data preprocessing tasks

Description

Provides a pipe interface that integrates a collection of the most used data preprocessing libraries, providing oversampling, instance and feature selection, normalization, discretization, space transformation and outliers/noise/missing values treatment

Method to do oversampling <code><a rd-options="" href="/link/oversample?package=smartdata&version=1.0.3" data-mini-rdoc="smartdata::oversample">oversample</a></code>

NA

Method to do instance selection <code><a rd-options="" href="/link/instance_selection?package=smartdata&version=1.0.3" data-mini-rdoc="smartdata::instance_selection">instance_selection</a></code>

NA

Method to do feature selection <code><a rd-options="" href="/link/feature_selection?package=smartdata&version=1.0.3" data-mini-rdoc="smartdata::feature_selection">feature_selection</a></code>

NA

Method to do normalization <code><a rd-options="" href="/link/normalize?package=smartdata&version=1.0.3" data-mini-rdoc="smartdata::normalize">normalize</a></code>

NA

Method to do discretization <code><a rd-options="" href="/link/discretize?package=smartdata&version=1.0.3" data-mini-rdoc="smartdata::discretize">discretize</a></code>

NA

Method to do space transformation <code><a rd-options="" href="/link/space_transformation?package=smartdata&version=1.0.3" data-mini-rdoc="smartdata::space_transformation">space_transformation</a></code>

NA

Method to treat outliers <code><a rd-options="" href="/link/clean_outliers?package=smartdata&version=1.0.3" data-mini-rdoc="smartdata::clean_outliers">clean_outliers</a></code>

NA

Method to treat missing values <code><a rd-options="" href="/link/impute_missing?package=smartdata&version=1.0.3" data-mini-rdoc="smartdata::impute_missing">impute_missing</a></code>

NA

Method to treat noise <code><a rd-options="" href="/link/clean_noise?package=smartdata&version=1.0.3" data-mini-rdoc="smartdata::clean_noise">clean_noise</a></code>

NA