sonar_mines

we evaluate the proposed tests through an analysis of a classification task aimed at
distinguishing between sonar signals bounced off a metal cylinder and those bounced
off a roughly cylindrical rock. The dataset is available at
<a href="https://archive.ics.uci.edu/dataset/151/connectionist+bench+sonar+mines+vs+rocks">https://archive.ics.uci.edu/dataset/151/connectionist+bench+sonar+mines+vs+rocks</a>.

datasets

Provides methods for testing the goodness-of-fit
of generalized linear models (GLMs) using random projections. It is
specifically designed for high-dimensional scenarios where the number
of predictors substantially exceeds the sample size. The statistical
methodologies implemented in this package are detailed in the paper by
Wen Chen and Falong Tan (2024, <doi:10.48550/arXiv.2412.10721>).

Wen Chen

PLStests

Model Checking for High-Dimensional GLMs via Random Projections

Jie Liu

Heng Peng

FaLong Tan

Lixing Zhu

sonar_mines function

A data frame with 208 rows and 61 variables:<dl>
 <dt>V1,V2,V3,V4,V5,V6,V7,V8,V9,V10,V11,V12,V13,V14,V15,V16,V17,V18,V19,V20,V21,V22,V23,
 V24,V25,V26,V27,V28,V29,V30,V31,V32,V33,V34,V35,V36,V37,V38,V39,V40,V41,V42,V43,V44,V45,
 V46,V47,V48,V49,V50,V51,V52,V53,V54,V55,V56,V57,V58,V59,V60</dt>
<dd>Numeric sonar signal attributes (frequencies).</dd> <dt>y</dt>
<dd>Class label, a factor with levels 'Mine' and 'Rock'.</dd>
</dl>

Format

we evaluate the proposed tests through an analysis of a classification task aimed at
distinguishing between sonar signals bounced off a metal cylinder and those bounced
off a roughly cylindrical rock. The dataset is available at
<a href='https://archive.ics.uci.edu/dataset/151/connectionist+bench+sonar+mines+vs+rocks'>https://archive.ics.uci.edu/dataset/151/connectionist+bench+sonar+mines+vs+rocks</a>.

Example Dataset: sonar_mines — sonar_mines

A data frame with 208 rows and 61 variables:<dl>
 <dt>V1,V2,V3,V4,V5,V6,V7,V8,V9,V10,V11,V12,V13,V14,V15,V16,V17,V18,V19,V20,V21,V22,V23,
 V24,V25,V26,V27,V28,V29,V30,V31,V32,V33,V34,V35,V36,V37,V38,V39,V40,V41,V42,V43,V44,V45,
 V46,V47,V48,V49,V50,V51,V52,V53,V54,V55,V56,V57,V58,V59,V60</dt>
<dd>Numeric sonar signal attributes (frequencies).</dd>

 <dt>y</dt>
<dd>Class label, a factor with levels 'Mine' and 'Rock'.</dd>


</dl>

sonar_mines: Example Dataset: sonar_mines

Description

Usage

Arguments

Format