version 3.21

# Generate a custom data structure

## Description

This function acts as a DGS - Data Generating Structure for a certain SOP expression.

## Usage

    generate(expression, snames = "", noflevels)

## Arguments

`expression` |  |  |  | String: a SOP - sum of products expression.
`snames` |  |  |  | A string containing the sets' names, separated by commas.
`noflevels` |  |  |  | Numerical vector containing the number of levels for each set.

## Details

Using the power of SOP expressions, this function can generate the data for any type of expressions, either Boolean or multi-value.

Causal conditions should always be separated by a product sign "`*`", unless:

- they are single letters, or
- the set names are provided, or
- the expression is multi-value

All conditions are considered binary crisp, unless the number of levels are provided in conjunction with the set names, in the order of their specification from the `snames` argument.

This is an extension of the function `expand()`, the process of data generating process being essentially a Quine expansion to a Disjunctive Normal Form.

## Value

A data frame.

## Examples

    generate("D + ~AB + B~C <=> Z")

       A B C D Z
    1  0 0 0 0 0
    2  0 0 0 1 1
    3  0 0 1 0 0
    4  0 0 1 1 1
    5  0 1 0 0 1
    6  0 1 0 1 1
    7  0 1 1 0 1
    8  0 1 1 1 1
    9  1 0 0 0 0
    10 1 0 0 1 1
    11 1 0 1 0 0
    12 1 0 1 1 1
    13 1 1 0 0 1
    14 1 1 0 1 1
    15 1 1 1 0 0
    16 1 1 1 1 1

    # same structure with different set names
    # (note the mandatory use of the product sign *)
    generate("Alpha + ~Beta*Gamma + Gamma*~Delta <=> Omicron")

       Alpha Beta Delta Gamma Omicron
    1      0    0     0     0       0
    2      0    0     0     1       1
    3      0    0     1     0       0
    4      0    0     1     1       1
    5      0    1     0     0       0
    6      0    1     0     1       1
    7      0    1     1     0       0
    8      0    1     1     1       0
    9      1    0     0     0       1
    10     1    0     0     1       1
    11     1    0     1     0       1
    12     1    0     1     1       1
    13     1    1     0     0       1
    14     1    1     0     1       1
    15     1    1     1     0       1
    16     1    1     1     1       1

    # Introducing an additional, irrelevant condition
    # note the product sign is not mandatory here
    setnames <- "Alpha, Beta, Gamma, Delta, Epsilon"
    dat <- generate("Alpha + ~BetaGamma + Gamma~Delta <=> Omicron", snames = setnames)

    head(dat)

      Alpha Beta Gamma Delta Epsilon Omicron
    1     0    0     0     0       0       0
    2     0    0     0     0       1       0
    3     0    0     0     1       0       0
    4     0    0     0     1       1       0
    5     0    0     1     0       0       1
    6     0    0     1     0       1       1

    minimize(dat, outcome = "Omicron")

    M1: Alpha + ~Beta*Gamma + Gamma*~Delta <=> Omicron

## Author

Adrian Dusa

## See also

`expand`