Package: npboottprm 0.3.2.9000

npboottprm: Nonparametric Bootstrap Test with Pooled Resampling

Addressing crucial research questions often necessitates a small sample size due to factors such as distinctive target populations, rarity of the event under study, time and cost constraints, ethical concerns, or group-level unit of analysis. Many readily available analytic methods, however, do not accommodate small sample sizes, and the choice of the best method can be unclear. The 'npboottprm' package enables the execution of nonparametric bootstrap tests with pooled resampling to help fill this gap. Grounded in the statistical methods for small sample size studies detailed in Dwivedi, Mallawaarachchi, and Alvarado (2017) <doi:10.1002/sim.7263>, the package facilitates a range of statistical tests, encompassing independent t-tests, paired t-tests, and one-way Analysis of Variance (ANOVA) F-tests. The nonparboot() function undertakes essential computations, yielding detailed outputs which include test statistics, effect sizes, confidence intervals, and bootstrap distributions. Further, 'npboottprm' incorporates an interactive 'shiny' web application, nonparboot_app(), offering intuitive, user-friendly data exploration.

Authors:Mackson Ncube [aut, cre], mightymetrika, LLC [cph, fnd]

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# Install 'npboottprm' in R:
install.packages('npboottprm', repos = c('https://mightymetrika.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/mightymetrika/npboottprm/issues

Datasets:
  • data_f - Simulated Data for F-test
  • data_f_id - Simulated Data for F-test Using Identically Distributed Data
  • data_f_mi - Simulated Data for F-test with Missing Outcomes
  • data_pt - Simulated Data for Paired T-test
  • data_pt_id - Simulated Data for Paired T-test Using Identically Distributed Data
  • data_pt_mi - Simulated Data for Paired T-test with Missing Data
  • data_t - Simulated Data for Independent T-test
  • data_t_mi - Simulated Data for Independent T-test with Missing Outcomes

On CRAN:

datasciencenonparametricstatistics

4.52 score 1 stars 2 packages 5 scripts 223 downloads 60 exports 138 dependencies

Last updated 2 months agofrom:b5549cc42a. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 01 2024
R-4.5-winOKNov 01 2024
R-4.5-linuxOKNov 01 2024
R-4.4-winOKNov 01 2024
R-4.4-macOKNov 01 2024
R-4.3-winOKNov 01 2024
R-4.3-macOKNov 01 2024

Exports:nonparbootnonparboot_appreplextreplext_pgsqlreplext_t2_c1.1replext_t2_c1.2replext_t2_c2.1replext_t2_c2.2replext_t2_c3.1replext_t2_c3.2replext_t2_c4.1replext_t2_c4.2replext_t3_c1.1replext_t3_c1.2replext_t3_c2.1replext_t3_c2.2replext_t3_c3.1replext_t3_c3.2replext_t3_c4.1replext_t3_c4.2replext_t3_c5.1replext_t3_c5.2replext_t4_c1.1replext_t4_c2.1replext_t4_c3.1replext_t4_c4.1replext_t4_c5.1replext_t4_c6.1replext_t4_c7.1replext_t5_c1.1replext_t5_c1.2replext_t5_c1.3replext_t5_c2.1replext_t5_c2.2replext_t5_c2.3replext_t6_c1.1replext_t6_c1.2replext_t6_c1.3replext_t6_c2.1replext_t6_c2.2replext_t6_c2.3replext_ts1_c1.1replext_ts1_c2.1replext_ts1_c3.1replext_ts2_c1.1replext_ts2_c1.2replext_ts2_c2.1replext_ts2_c2.2replext_ts2_c3.1replext_ts2_c3.2replext_ts2_c4.1replext_ts2_c4.2replext_ts3_c1.1replext_ts3_c1.2replext_ts3_c2.1replext_ts3_c2.2replext_ts3_c3.1replext_ts3_c3.2replext_ts3_c4.1replext_ts3_c4.2

Dependencies:arrangementsbackportsbase64encbitbit64blobbootbroombslibcachemclicliprcodetoolscolorspacecommonmarkcpp11crayoncrosstalkcvarDBIdigestdplyrDTevaluateexactRankTestsfansifarverfastICAfastmapfBasicsfGarchfontawesomeforcatsforeachfsgbutilsgenericsggplot2glmnetgluegmpgssgtablehavenhighrhmshtmltoolshtmlwidgetshttpuvisobanditeratorsjomojquerylibjsonliteknitrlabelinglaterlatticelazyevallifecyclelme4lmPermlubridatemagrittrMASSMatrixMatrixModelsmemoisemgcvmicemiceaddsmimeminqamitmlmitoolsMKdescrMKinfermmintsmnormtmunsellnlmenloptrnnetnumDerivordinalpanpillarpkgconfigplogrpoolprettyunitsprogresspromisespurrrquantregR6rappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreadrrlangrmarkdownrpartRPostgressassscalesshapeshinyshinythemessnsourcetoolsSparseMspatialstablediststringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetimeSeriestinytextzdbucminfutf8vctrsviridisLitevroomwithrxfunxtableyaml

Readme and manuals

Help Manual

Help pageTopics
Simulated Data for F-testdata_f
Simulated Data for F-test Using Identically Distributed Datadata_f_id
Simulated Data for F-test with Missing Outcomesdata_f_mi
Simulated Data for Paired T-testdata_pt
Simulated Data for Paired T-test Using Identically Distributed Datadata_pt_id
Simulated Data for Paired T-test with Missing Datadata_pt_mi
Simulated Data for Independent T-testdata_t
Simulated Data for Independent T-test with Missing Outcomesdata_t_mi
Nonparametric Bootstrap Test with Pooled Resampling for Small Sample Sizesnonparboot
Shiny App for Nonparametric Bootstrap Tests with Pooled Resamplingnonparboot_app
Replext Simulation Shiny Appreplext
Replext Simulation Shiny App with Database Integrationreplext_pgsql
Replicate and Extend Simulation Results from Table 2 Cell 1.1replext_t2_c1.1
Replicate and Extend Simulation Results from Table 2 Cell 1.2replext_t2_c1.2
Replicate and Extend Simulation Results from Table 2 Cell 2.1replext_t2_c2.1
Replicate and Extend Simulation Results from Table 2 Cell 2.2replext_t2_c2.2
Replicate and Extend Simulation Results from Table 2 Cell 3.1replext_t2_c3.1
Replicate and Extend Simulation Results from Table 2 Cell 3.2replext_t2_c3.2
Replicate and Extend Simulation Results from Table 2 Cell 4.1replext_t2_c4.1
Replicate and Extend Simulation Results from Table 2 Cell 4.2replext_t2_c4.2
Replicate and Extend Simulation Results for Statistical Power from Table 3 Cell 1.1replext_t3_c1.1
Replicate and Extend Statistical Power Analysis from Table 3 Cell 1.2replext_t3_c1.2
Replicate and Extend Statistical Power Analysis from Table 3 Cell 2.1replext_t3_c2.1
Replicate and Extend Statistical Power Analysis from Table 3 Cell 2.2replext_t3_c2.2
Replicate and Extend Statistical Power Analysis from Table 3 Cell 3.1replext_t3_c3.1
Replicate and Extend Statistical Power Analysis from Table 3 Cell 3.2replext_t3_c3.2
Replicate and Extend Statistical Power Analysis from Table 3 Cell 4.1replext_t3_c4.1
Replicate and Extend Statistical Power Analysis from Table 3 Cell 4.2replext_t3_c4.2
Replicate and Extend Statistical Power Analysis from Table 3 Cell 5.1replext_t3_c5.1
Replicate and Extend Statistical Power Analysis from Table 3 Cell 5.2replext_t3_c5.2
Replicate and Extend Simulation Results from Table 4 Cell 1.1replext_t4_c1.1
Replicate and Extend Simulation Results from Table 4 Cell 2.1replext_t4_c2.1
Replicate and Extend Simulation Results from Table 4 Cell 3.1replext_t4_c3.1
Replicate and Extend Simulation Results from Table 4 Cell 4.1replext_t4_c4.1
Replicate and Extend Simulation Results from Table 4 Cell 5.1replext_t4_c5.1
Replicate and Extend Simulation Results from Table 4 Cell 6.1replext_t4_c6.1
Replicate and Extend Simulation Results from Table 4 Cell 7.1replext_t4_c7.1
Replicate and Extend Simulation Results for Paired Distributionsreplext_t5_c1.1
Replicate and Extend Simulation Results for Paired Distributions with Different Variancesreplext_t5_c1.2
Replicate and Extend Simulation Results for Paired Distributions with Skewnessreplext_t5_c1.3
Replicate and Extend Simulation Results for Paired Distributions with Skewness and Different Variancesreplext_t5_c2.1
Replicate and Extend Simulation Results for Paired Distributions with Different Skewness Levelsreplext_t5_c2.2
Replicate and Extend Simulation Results for Paired Distributions with Varied Skewness and Standard Deviationsreplext_t5_c2.3
Replicate and Extend Statistical Power Simulation Results for Paired Distributionsreplext_t6_c1.1
Replicate and Extend Statistical Power Simulation Results for Paired Distributions with Different Variancesreplext_t6_c1.2
Replicate and Extend Statistical Power Simulation Results for Paired Distributions with Skewnessreplext_t6_c1.3
Replicate and Extend Statistical Power Simulation Results for Paired Distributions with Skewness and Different Variancesreplext_t6_c2.1
Replicate and Extend Statistical Power Simulation Results for Paired Distributions with Different Skewness Levelsreplext_t6_c2.2
Replicate and Extend Statistical Power Simulation Results for Paired Distributions with Varied Skewness and Standard Deviationsreplext_t6_c2.3
Replicate and Extend Simulation Results from Table S1 Cell 1.1replext_ts1_c1.1
Replicate and Extend Simulation Results from Table S1 Cell 2.1replext_ts1_c2.1
Replicate and Extend Simulation Results from Table S1 Cell 3.1replext_ts1_c3.1
Replicate and Extend Type I Error Rates for ANOVA in a Three-Sample Settingreplext_ts2_c1.1
Replicate and Extend Type I Error Rates for ANOVA in a Different Settingreplext_ts2_c1.2
Replicate and Extend Type I Error Rates for ANOVA with Skewnessreplext_ts2_c2.1
Replicate and Extend Type I Error Rates for ANOVA with Skewness and Varied Standard Deviationsreplext_ts2_c2.2
Replicate and Extend Type I Error Rates for ANOVA with Diverse Skewness Parametersreplext_ts2_c3.1
Replicate and Extend Type I Error Rates for ANOVA with Varied Skewness and Standard Deviationsreplext_ts2_c3.2
Replicate and Extend Type I Error Rates for ANOVA with Skewness in Specific Sample Size Combinationsreplext_ts2_c4.1
Replicate and Extend Type I Error Rates for ANOVA with Specific Sample Size Combinationsreplext_ts2_c4.2
Replicate and Extend Statistical Power Analysis for ANOVA in a Three-Sample Settingreplext_ts3_c1.1
Replicate and Extend Statistical Power Analysis for ANOVAreplext_ts3_c1.2
Replicate and Extend Statistical Power Analysis for ANOVA with Skewnessreplext_ts3_c2.1
Replicate and Extend Statistical Power Analysis for ANOVA with Skewness and Varied Standard Deviationsreplext_ts3_c2.2
Replicate and Extend Statistical Power Analysis for ANOVA with Diverse Skewness Parametersreplext_ts3_c3.1
Replicate and Extend Statistical Power Analysis for ANOVA with Varied Skewness and Standard Deviationsreplext_ts3_c3.2
Replicate and Extend Statistical Power Analysis for ANOVA with Skewness in Specific Sample Size Combinationsreplext_ts3_c4.1
Replicate and Extend Statistical Power Analysis for ANOVA with Specific Sample Size Combinationsreplext_ts3_c4.2