Man pages for MDRCNY/PUMP
Power Under Multiplicity Project
| adjp_wysd | Westfall Young Step Down Function |
| adjp_wyss | Westfall-Young Single Step Adjustment Function |
| calc_df | Calculate degrees of freedom (support function) |
| calc_J | This function calculates needed J to achieve a given... |
| calc_K | Calculates K, the number of districts |
| calc_MT | Caculate multiplier for MDE calculation |
| calc_nbar | This function calculates needed nbar to achieve a given power |
| calc_pval | Calculates p-values from t-values |
| calc_SE | Computes Q_m, the standard error of the effect size estimate |
| check_cor | Check correlation of test statistics (simulation function) |
| comp_rawp_sd | Helper function for Westfall Young Step Down |
| comp_rawp_ss | Helper function for Westfall Young Single Step |
| convert_params | Converts model params into DGP params (simulation function) |
| estimate_power_curve | Calculate a power curve for sample size or mdes. |
| find_best | Determine next point to check for correct power level. |
| fit_bounded_logistic | Fit a bounded logistic curve |
| gen_base_sim_data | Generate base simulated multi-level data (simulation... |
| gen_cluster_ids | Generates school and district assignments (simulation... |
| gen_corr_matrix | Generate correlation matrix (simulation function) |
| gen_cov_matrix | generate covariance matrix between two variables |
| gen_RE_cov_matrix | generate a parameterized covariance matrix from the provided... |
| gen_sim_data | Generate simulated multi-level data (simulation function) |
| gen_T.x | Generate treatment assignment vector (simulation function) |
| gen_Yobs | Generate observed outcomes (simulation function) |
| get_adjp_minp | Helper function for Westfall Young |
| get_power_results | Calculates different definitions of power (support function) |
| get_pval_tstat | Function: get_pval_tstat extracts p-value and t statistics... |
| get_rawpt | Function: get_rawpt |
| interacted_linear_estimators | Interacted linear regression models |
| makelist_samp | Convert multi-outcome data structure to dataframe for each... |
| make_model | Function: make.model |
| optimize_power | Optimizes power to help in search for MDES or SS |
| parse_d_m | Return characteristics of a given context/d_m code (support... |
| parse_power_definition | Parse the power definition |
| plot_power_curve | Examine a power curve (result function) |
| plot_power_search | Examine search path of a power search (result function) |
| plot.pumpgridresult | Plot a pumpgridresult object (result function) |
| plot.pumpgridresult.mdes | Plot a grid pump mdes object |
| plot.pumpgridresult.power | Plot a pump grid power object |
| plot.pumpgridresult.sample | Plot a grid pump sample object |
| plot.pumpresult | Plot a pumpresult object (result function) |
| power_curve | Obtain a power curve for a range of sample size or MDES... |
| print_context | Print context (design, model, parameter values) of pumpresult... |
| print_search | Print the search history of a pump result object (result... |
| pumpgridresult | Result object for results of grid power calculations |
| pump_info | Provides details about supported package features (core... |
| pump_mdes | Estimate the minimum detectable effect size (MDES) (core... |
| pump_mdes_grid | Run pump_mdes on varying values of parameters (grid function) |
| PUMP-package | PUMP: Power Under Multiplicity Project |
| pump_power | Estimate power across definitions (core function) |
| pump_power_exact | Calculate power theoretically for M=1 situations |
| pump_power_grid | Run pump_power on varying values of parameters (grid... |
| pumpresult | pumpresult object for results of power calculations |
| pump_sample | Estimate the required sample size (core function) |
| pump_sample_grid | Run pump_sample on varying values of parameters (grid... |
| pump_sample_raw | Calculating Needed Sample Size for Raw (Unadjusted) Power |
| run_grid | Run grid across any of the core pump functions |
| setup_default_parallel_plan | Setup parallel processing |
| strip_SEs | Remove SE and df columns from (wide) power table |
| transpose_power_table | Convert power table from wide to long (result function) |
| update_grid | Update a single pump call to a grid call (grid function) |
| update.pumpgridresult | Update a pump grid call, tweaking some parameters (core... |
| update.pumpresult | Update a pump call, tweaking some parameters (core function) |
| validate_d_m | Validate d_m string |
| validate_inputs | Validates user inputs |
