PowerUpR: Power Analysis Tools for Individual/Cluster Randomized Trials

Statistical power analysis tools for designing individual or cluster randomized trials. Includes functions to calculate statistical power (1 - type II error), minimum detectable effect size (MDES), minimum required sample size (MRSS), functions to solve constrained optimal sample allocation (COSA) problems, and to visualize duo or trio relationships between statistical power, MDES, MRSS, and COSA.

Author Metin Bulus [aut,cre] Nianbo Dong [aut,cre]
Date of publication2016-11-01 11:07:20
MaintainerMetin Bulus <bulus.metin@gmail.com>
LicenseGPL (>= 3)
Version0.1.2
https://github.com/metinbulus/PowerUpR

View on CRAN

Man pages

mdes.bcra3f2: Model 4.1: MDES Calculator for 3-Level Fixed Effects Blocked...

mdes.bcra3r2: Model 4.2: MDES Calculator for 3-Level Random Effects Blocked...

mdes.bcra4f3: Model 4.4: MDES Calculator for 4-Level Fixed Effects Blocked...

mdes.bcra4r2: Model 4.3: MDES Calculator for 4-Level Random Effects Block...

mdes.bcra4r3: Model 4.5: MDES Calculator for 4-Level Random Effects Blocked...

mdes.bira2c1: Model 2.1: MDES Calculator for 2-Level Constant Effects...

mdes.bira2f1: Model 2.2: MDES Calculator for 2-Level Fixed Effects Blocked...

mdes.bira2r1: Model 2.3: MDES Calculator for 2-Level Random Effects Blocked...

mdes.bira3r1: Model 2.4: MDES Calculator for 3-Level Random Effects Blocked...

mdes.bira4r1: Model 2.5: MDES Calculator for 4-Level Random Effects Blocked...

mdes.cra2r2: Model 3.1: MDES Calculator for 2-Level Cluster Random...

mdes.cra3r3: Model 3.2: MDES Calculator for 3-Level Cluster Random...

mdes.cra4r4: Model 3.3: MDES Calculator for 4-Level Cluster Random...

mdes.ira1r1: Model 1.0: MDES Calculator for Individual Random Assignment...

mrss.bcra3f2: Model 4.1: MRSS Calculator for 3-Level Fixed Effects Blocked...

mrss.bcra3r2: Model 4.2: MRSS Calculator for 3-Level Random Effects Blocked...

mrss.bcra4f3: Model 4.4: MRSS Calculator for 4-Level Fixed Effects Blocked...

mrss.bcra4r2: Model 4.3: MRSS Calculator for 4-Level Random Effects Block...

mrss.bcra4r3: Model 4.5: MRSS Calculator for 4-Level Random Effects Blocked...

mrss.bira2c1: Model 2.1: MRSS Calculator for 2-Level Constant Effects...

mrss.bira2f1: Model 2.2: MRSS Calculator for 2-Level Fixed Effects Blocked...

mrss.bira2r1: Model 2.3: MRSS Calculator for 2-Level Random Effects Blocked...

mrss.bira3r1: Model 2.4: MRSS Calculator for 3-Level Random Effects Blocked...

mrss.bira4r1: Model 2.5: MRSS Calculator for 4-Level Random Effects Blocked...

mrss.cra2r2: Model 3.1: MRSS Calculator for 2-Level Cluster Random...

mrss.cra3r3: Model 3.2: MRSS Calculator for 3-Level Cluster Random...

mrss.cra4r4: Model 3.3: MRSS Calculator for 4-Level Cluster Random...

mrss.ira1r1: Model 1.0: MRSS Calculator for Individual Random Assignment...

mrss.to.mdes: MRSS to MDES

mrss.to.power: MRSS to Power

optimal.bcra3f2: Model 4.1: COSA Solver for 3-Level Fixed Effects Blocked...

optimal.bcra3r2: Model 4.2: COSA Solver for 3-Level Random Effects Blocked...

optimal.bcra4f3: Model 4.4: COSA Solver for 4-Level Fixed Effects Blocked...

optimal.bcra4r2: Model 4.3: COSA Solver for 4-Level Random Effects Block...

optimal.bcra4r3: Model 4.5: COSA Solver for 4-Level Random Effects Blocked...

optimal.bira2c1: Model 2.1: COSA Solver for 2-Level Constant Effects Blocked...

optimal.bira2f1: Model 2.2: COSA Solver for 2-Level Fixed Effects Blocked...

optimal.bira2r1: Model 2.3: COSA Solver for 2-Level Random Effects Blocked...

optimal.bira3r1: Model 2.4: COSA Solver for 3-Level Random Effects Blocked...

optimal.bira4r1: Model 2.5: COSA Solver for 4-Level Random Effects Blocked...

optimal.cra2r2: Model 3.1: COSA Solver for 2-Level Cluster Random Assignment...

optimal.cra3r3: Model 3.2: COSA Solver for 3-Level Cluster Random Assignment...

optimal.cra4r4: Model 3.3: COSA Solver for 4-Level Cluster Random Assignment...

optimal.ira1r1: Model 1.0: COSA Solver for Individual Random Assignment...

optimal.to.mdes: Optimal to MDES

optimal.to.power: Optimal to Power

plot.pars: Plots Duo or Trio Relationships between Statistical Power,...

power.bcra3f2: Model 4.1: Statistical Power Calculator for 3-Level Fixed...

power.bcra3r2: Model 4.2: Statistical Power Calculator for 3-Level Random...

power.bcra4f3: Model 4.4: Statistical Power Calculator for 4-Level Fixed...

power.bcra4r2: Model 4.3: Statistical Power Calculator for 4-Level Random...

power.bcra4r3: Model 4.5: Statistical Power Calculator for 4-Level Random...

power.bira2c1: Model 2.1: Statistical Power Calculator for 2-Level Constant...

power.bira2f1: Model 2.2: Statistical Power Calculator for 2-Level Fixed...

power.bira2r1: Model 2.3: Statistical Power Calculator for 2-Level Random...

power.bira3r1: Model 2.4: Statistical Power Calculator for 3-Level Random...

power.bira4r1: Model 2.5: Statistical Power Calculator for 4-Level Random...

power.cra2r2: Model 3.1: Statistical Power Calculator for 2-Level Cluster...

power.cra3r3: Model 3.2: Statistical Power Calculator for 3-Level Cluster...

power.cra4r4: Model 3.3: Statistical Power Calculator for 4-Level Cluster...

power.ira1r1: Model 1.0: Statistical Power Calculator for Individual Random...

PowerUpR: Introduction to 'PowerUpR'

t1t2.error: Plots Type I and Type II Error Rates

Files in this package

PowerUpR
PowerUpR/NAMESPACE
PowerUpR/NEWS.md
PowerUpR/R
PowerUpR/R/obj.conv.R PowerUpR/R/bira2r1.R PowerUpR/R/plot.pars.R PowerUpR/R/bira3r1.R PowerUpR/R/bira2c1.R PowerUpR/R/bira2f1.R PowerUpR/R/bcra4f3.R PowerUpR/R/bcra3f2.R PowerUpR/R/bcra4r3.R PowerUpR/R/t1t2.error.R PowerUpR/R/ira1r1.R PowerUpR/R/cra4r4.R PowerUpR/R/bcra4r2.R PowerUpR/R/bcra3r2.R PowerUpR/R/cra3r3.R PowerUpR/R/bira4r1.R PowerUpR/R/cra2r2.R
PowerUpR/README.md
PowerUpR/MD5
PowerUpR/DESCRIPTION
PowerUpR/man
PowerUpR/man/optimal.bcra3r2.Rd PowerUpR/man/mdes.bcra4r3.Rd PowerUpR/man/optimal.bira2f1.Rd PowerUpR/man/power.bira4r1.Rd PowerUpR/man/power.bcra3f2.Rd PowerUpR/man/t1t2.error.Rd PowerUpR/man/optimal.cra4r4.Rd PowerUpR/man/power.bcra4f3.Rd PowerUpR/man/power.cra2r2.Rd PowerUpR/man/power.bcra4r3.Rd PowerUpR/man/optimal.bira3r1.Rd PowerUpR/man/optimal.to.power.Rd PowerUpR/man/mrss.bira2c1.Rd PowerUpR/man/power.bira2c1.Rd PowerUpR/man/mdes.cra2r2.Rd PowerUpR/man/mdes.bira2f1.Rd PowerUpR/man/power.cra3r3.Rd PowerUpR/man/mrss.bcra3r2.Rd PowerUpR/man/mrss.bira2r1.Rd PowerUpR/man/mrss.cra2r2.Rd PowerUpR/man/mrss.bcra4r3.Rd PowerUpR/man/mrss.bcra4f3.Rd PowerUpR/man/optimal.bira2r1.Rd PowerUpR/man/mdes.bira4r1.Rd PowerUpR/man/mdes.bira2c1.Rd PowerUpR/man/mrss.bira2f1.Rd PowerUpR/man/power.bcra4r2.Rd PowerUpR/man/mdes.ira1r1.Rd PowerUpR/man/mdes.bcra3r2.Rd PowerUpR/man/optimal.bcra4r2.Rd PowerUpR/man/power.bcra3r2.Rd PowerUpR/man/mdes.cra3r3.Rd PowerUpR/man/power.bira2r1.Rd PowerUpR/man/plot.pars.Rd PowerUpR/man/optimal.cra2r2.Rd PowerUpR/man/mrss.cra4r4.Rd PowerUpR/man/mdes.cra4r4.Rd PowerUpR/man/power.bira2f1.Rd PowerUpR/man/PowerUpR.Rd PowerUpR/man/power.ira1r1.Rd PowerUpR/man/mrss.ira1r1.Rd PowerUpR/man/optimal.bcra3f2.Rd PowerUpR/man/mrss.bcra4r2.Rd PowerUpR/man/optimal.bira4r1.Rd PowerUpR/man/mdes.bira3r1.Rd PowerUpR/man/mdes.bcra3f2.Rd PowerUpR/man/optimal.cra3r3.Rd PowerUpR/man/mdes.bira2r1.Rd PowerUpR/man/mrss.bira3r1.Rd PowerUpR/man/mrss.to.power.Rd PowerUpR/man/mrss.bira4r1.Rd PowerUpR/man/mrss.to.mdes.Rd PowerUpR/man/optimal.bcra4f3.Rd PowerUpR/man/mrss.bcra3f2.Rd PowerUpR/man/optimal.to.mdes.Rd PowerUpR/man/optimal.ira1r1.Rd PowerUpR/man/optimal.bcra4r3.Rd PowerUpR/man/mrss.cra3r3.Rd PowerUpR/man/mdes.bcra4f3.Rd PowerUpR/man/optimal.bira2c1.Rd PowerUpR/man/power.cra4r4.Rd PowerUpR/man/power.bira3r1.Rd PowerUpR/man/mdes.bcra4r2.Rd

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