---
title: "Glossary"
output: rmarkdown::html_vignette
bibliography: "`r system.file('references.bib', package='graphicalMCP')`"
vignette: >
  %\VignetteIndexEntry{Glossary}
  %\VignetteEngine{knitr::rmarkdown}
  %\VignetteEncoding{UTF-8}
---

```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>"
)
```

To improve the readability of the code, we provide the glossary to serve as an educational document to grow people's understanding of the graphical approach to multiple comparison procedures. Most terms are inputs or outputs of exported functions and some are used only in the internal code. If any definition could be clarified or improved, please submit an issue to the GitHub repository.

+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| Entity                             | Definition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | Aliases                                   | Variable(s)                       |
+====================================+================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================================+===========================================+===================================+
| **Graph**                          | A set of nodes and directed edges representing a graphical multiple comparison procedure. Each node correspond to **hypothesis** and each edge corresponds to **transition**.                                                                                                                                                                                                                                                                                                                                                                                                                  |                                           | `graph`                           |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| - Delete a **hypothesis**          | Remove a **hypothesis** from a graph, and update the graph according to algorithm 1 of @bretz-2011-graphical. This is an operation on a graph.                                                                                                                                                                                                                                                                                                                                                                                                                                                 |                                           | `updated_graph`                   |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| - Reject a **hypothesis**          | Under a given **graph**, **testing strategy**, and `alpha`, a hypothesis is rejected if its **p-value** is sufficiently small, which is determined by the graphical multiple comparison procedure.                                                                                                                                                                                                                                                                                                                                                                                             |                                           |                                   |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Hypothesis**                     | A node with weight in a **graph**. Each node represents a null hypothesis, associated with a **hypothesis** weights. The corresponding **significance level** is the weight times `alpha`.                                                                                                                                                                                                                                                                                                                                                                                                     | weight, hypothesis weight                 | `hypotheses`                      |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
|                                    | Terms associated with **hypothesis** get their variable names: hypothesis name, and number of hypotheses.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |                                           | `hyp_names`, `num_hyps`           |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Transition**                     | A directed edge with weight in a **graph**. Each edge defines the proportion of the **hypothesis** weight to be propagated from the origin hypothesis to the end hypothesis, when the origin is rejected.                                                                                                                                                                                                                                                                                                                                                                                      | edge, transition weight                   | `transitions`                     |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Intersection hypothesis**        | An intersection hypothesis is an intersection of multiple null hypotheses, which means that all associated null hypotheses are true. Plural often implies all intersections of all subsets of hypotheses.                                                                                                                                                                                                                                                                                                                                                                                      | intersection, sub-graph(s), closure       | `intersections`                   |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Weighting strategy**             | The set of all **intersections** and their hypothesis **weights** according to Algorithm 1 in @bretz-2011-graphical.                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | intersection weights, closure weights     | `weighting_strategy`              |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Adjusted weight**                | The hypothesis **weight**, adjusted according to a multiple comparison procedure:                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |                                           | `adjusted_weights`                |
|                                    |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |                                           |                                   |
|                                    | - Bonferroni: No change from the hypothesis weight from a graph                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |                                           |                                   |
|                                    | - Simes: Sum of hypothesis weights for hypotheses with smaller p-values in an intersection hypothesis                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |                                           |                                   |
|                                    | - Parametric: Multiply Bonferroni weight by c-value, which is calculated based on the joint distribution of test statistics of the associated intersection hypothesis A hypothesis may be rejected if its **p-value** is less than or equal to its **adjusted weight** times `alpha`.                                                                                                                                                                                                                                                                                                          |                                           |                                   |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **P-value**                        | A p-value before multiplicity adjustment. Also could be called as an unadjusted p-value or a raw p-value.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |                                           | `p`                               |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Ordered p-value**                | A **p-value** sorted from the smallest to the largest. They are mainly used to perform Simes tests.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |                                           | `ordered_p`                       |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Adjusted p-value**               | A **p-value** that has been adjusted according to a multiple comparison procedure. A hypothesis may be rejected if its **adjusted p-value** is less than or equal to `alpha`.                                                                                                                                                                                                                                                                                                                                                                                                                  |                                           | `adjusted_p`                      |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Significance level**             | A threshold chosen to test a null hypothesis, which may be rejected if its **p-value** is less than or equal to its **significance level**. The overall significance level to test all hypotheses is `alpha`.                                                                                                                                                                                                                                                                                                                                                                                  |                                           | `alpha`                           |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Test type**                      | A specification of which testing type to use for an **intersection hypothesis** - Bonferroni, Simes, and parametric are currently supported.                                                                                                                                                                                                                                                                                                                                                                                                                                                   | tests                                     | `test_types`                      |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Test group**                     | A partition of all null hypotheses in a **graph** specifying which **hypotheses** should be tested together using a **test type**.                                                                                                                                                                                                                                                                                                                                                                                                                                                             | groups                                    | `groups`, `test_groups`           |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Testing strategy**               | **Test types** and **test groups** combined with a **graph**.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | multiple comparison procedure             |                                   |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Marginal power**                 | The power to reject a null **hypothesis** at the **significance level** `alpha` (without multiplicity adjustment).                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |                                           | `marginal_power`                  |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| - **Correlation matrix**           | Specification of correlations between test statistics for **hypotheses**. The correlation for testing `test_corr` is used to perform parametric tests. The correlation for simulation `test_sim` is used to simulate **p-values** from the alternative hypotheses for to assess **power**, under assumptions.                                                                                                                                                                                                                                                                                  |                                           | `corr`, `test_corr`, `sim_corr`   |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| **Power**                          | With a given **graph**, **testing strategy**, `alpha`, and the underlying distribution of test statistics under the alternative hypotheses, the estimated likelihood that a particular **success** criterion is met.                                                                                                                                                                                                                                                                                                                                                                           | probability of achieving success criterion| `power_*`                         |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
| -   **Success**                    | Specification of the success criterion, which could be a combination of null **hypotheses**. Being success means that the combination of null hypotheses has been rejected.                                                                                                                                                                                                                                                                                                                                                                                                                    |                                           | `sim_success`                     |
+------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------+-----------------------------------+
 
