CRAN/E | sense

sense

Automatic Stacked Ensemble for Regression Tasks

Installation

About

Stacked ensemble for regression tasks based on 'mlr3' framework with a pipeline for preprocessing numeric and factor features and hyper-parameter tuning using grid or random search.

mlr3.mlr-org.com/

Key Metrics

Version 1.0.0
R ≥ 4.1
Published 2021-09-06 965 days ago
Needs compilation? no
License GPL-3
CRAN checks sense results

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Maintainer

Maintainer

Giancarlo Vercellino

giancarlo.vercellino@gmail.com

Authors

Giancarlo Vercellino

Material

NEWS
Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Depends

R ≥ 4.1

Imports

mlr3 ≥ 0.12.0
mlr3learners ≥ 0.5.0
mlr3filters ≥0.4.2
mlr3pipelines ≥ 0.3.5-1
mlr3viz ≥ 0.5.5
paradox ≥ 0.7.1
mlr3tuning ≥ 0.8.0
bbotk ≥ 0.3.2
tictoc ≥1.0.1
forcats ≥ 0.5.1
readr ≥ 2.0.1
lubridate ≥1.7.10
purrr ≥ 0.3.4
Metrics ≥ 0.1.4
data.table ≥1.14.0
visNetwork ≥ 2.0.9

Suggests

xgboost ≥ 1.4.1.1
rpart ≥ 4.1-15
ranger ≥ 0.13.1
kknn ≥ 1.3.1
glmnet ≥ 4.1-2
e1071 ≥ 1.7-8
mlr3misc ≥ 0.9.3
FSelectorRcpp ≥ 0.3.8
care ≥ 1.1.10
praznik ≥ 8.0.0
lme4 ≥ 1.1-27.1
nloptr ≥ 1.2.2.2