Streamflow_testing_10var

A dataset containing streamflow and related environmental variables for testing purposes.
 This dataset is used in the examples to demonstrate the SCE package functionality.

Implementation of Stepwise Clustered Ensemble (SCE) and Stepwise Cluster Analysis (SCA) for multivariate data analysis. The package provides comprehensive tools for feature selection, model training, prediction, and evaluation in hydrological and environmental modeling applications. Key functionalities include recursive feature elimination (RFE), Wilks feature importance analysis, model validation through out-of-bag (OOB) validation, and ensemble prediction capabilities. The package supports both single and multivariate response variables, making it suitable for complex environmental modeling scenarios. For more details see Li et al. (2021) <doi:10.5194/hess-25-4947-2021>.

Kailong Li

Stepwise Clustered Ensemble

Streamflow_testing_10var function

A data frame with the following variables:<dl>
 <dt>Flow</dt>
<dd>Streamflow measurements</dd> <dt>Prcp</dt>
<dd>Precipitation</dd> <dt>SRad</dt>
<dd>Solar radiation</dd> <dt>Tmax</dt>
<dd>Maximum temperature</dd> <dt>Tmin</dt>
<dd>Minimum temperature</dd> <dt>VP</dt>
<dd>Vapor pressure</dd> <dt>X</dt>
<dd>Index variable</dd> <dt>smlt</dt>
<dd>Snow melt</dd> <dt>swvl1</dt>
<dd>Soil water volume layer 1</dd> <dt>swvl2</dt>
<dd>Soil water volume layer 2</dd> <dt>swvl3</dt>
<dd>Soil water volume layer 3</dd> <dt>swvl4</dt>
<dd>Soil water volume layer 4</dd> 
</dl>

Format

Streamflow Testing Dataset with 10 Variables — Streamflow_testing_10var

A data frame with the following variables:<dl>
 <dt>Flow</dt>
<dd>Streamflow measurements</dd>

 <dt>Prcp</dt>
<dd>Precipitation</dd>

 <dt>SRad</dt>
<dd>Solar radiation</dd>

 <dt>Tmax</dt>
<dd>Maximum temperature</dd>

 <dt>Tmin</dt>
<dd>Minimum temperature</dd>

 <dt>VP</dt>
<dd>Vapor pressure</dd>

 <dt>X</dt>
<dd>Index variable</dd>

 <dt>smlt</dt>
<dd>Snow melt</dd>

 <dt>swvl1</dt>
<dd>Soil water volume layer 1</dd>

 <dt>swvl2</dt>
<dd>Soil water volume layer 2</dd>

 <dt>swvl3</dt>
<dd>Soil water volume layer 3</dd>

 <dt>swvl4</dt>
<dd>Soil water volume layer 4</dd>

 
</dl>

Streamflow_testing_10var: Streamflow Testing Dataset with 10 Variables

Description

Usage

Arguments

Format

Examples