set6
What is set6?
set6
is an R6 upgrade to the sets
package in R that includes:
- Multi-dimensional sets
- Tuples
- Finite and infinite intervals
- Fuzzy sets and tuples
- Set operations including union, intersect, (asymmetric and symmetric) difference, and product
- Symbolic representation of infinite sets including common special sets such as the Reals and Integers
- ConditionalSets for defining sets according to logical conditions
Installation
The current CRAN release can be installed with
install.packages("set6")
Or for the latest stable build
remotes::install_github("xoopR/set6")
Main Features
A Clear Inheritance Structure
# Sets require elements to be unique and order doesn't matter
Set$new(1, 2, 1) == Set$new(1, 2)
#> [1] TRUE
Set$new(1, 2) == Set$new(2, 1)
#> [1] TRUE
# But tuples can enforce these restrictions
Tuple$new(1, 2, 1) != Tuple$new(1, 2)
#> [1] TRUE
Tuple$new(1, 2) != Tuple$new(2, 1)
#> [1] TRUE
# Fuzzy sets and tuples extend sets further
f = FuzzySet$new(1, 0, 2, 0.6, 3, 1)
f$inclusion(1)
#> [1] "Not Included"
f$inclusion(2)
#> [1] "Partially Included"
f$inclusion(3)
#> [1] "Fully Included"
# Symbolic intervals provide a clean way to represent infinite sets
Interval$new()
#> [-∞,+∞]
# Different closure types and classes are possible
Interval$new(1, 7, type = "(]") # half-open
#> (1,7]
Interval$new(1, 7, class = "integer") == Set$new(1:7)
#> [1] TRUE
# And SpecialSets inheriting from these intervals
Reals$new()
#> ℝ
PosRationals$new()
#> ℚ+
Set operations
# Union
Set$new(1, 4, "a", "b") + Set$new(5)
#> {1, 4,...,a, b}
Interval$new(1, 5) + FuzzyTuple$new(1, 0.6)
#> [1,5]
# Power
Set$new(1:5)^2
#> {1, 2,...,4, 5}^2
# A symbolic representation is also possible
setpower(Set$new(1:5), power = 2, simplify = FALSE)
#> {1, 2,...,4, 5}^2
Reals$new()^5
#> ℝ^5
# Product
Set$new(1,2) * Set$new(5, 6)
#> {1, 2} × {5, 6}
Interval$new(1,5) * Tuple$new(3)
#> [1,5] × (3)
# Intersection
Set$new(1:5) & Set$new(4:10)
#> {4, 5}
ConditionalSet$new(function(x) x == 0) & Set$new(-2:2)
#> {0}
Interval$new(1, 10) & Set$new(5:6)
#> {5, 6}
# Difference
Interval$new(1, 10) - Set$new(5)
#> [1,5) ∪ (5,10]
Set$new(1:5) - Set$new(2:3)
#> {1, 4, 5}
Containedness and Comparators
Interval$new(1, 10)$contains(5)
#> [1] TRUE
# check multiple elements
Interval$new(1, 10)$contains(8:12)
#> [1] TRUE TRUE TRUE FALSE FALSE
# only return TRUE if all are TRUE
Interval$new(1, 10)$contains(8:12, all = TRUE)
#> [1] FALSE
# decide whether open bounds should be included
Interval$new(1, 10, type = "()")$contains(10, bound = TRUE)
#> [1] TRUE
Interval$new(1, 10, type = "()")$contains(10, bound = TRUE)
#> [1] TRUE
Interval$new(1, 5, class = "numeric")$equals(Set$new(1:5))
#> [1] FALSE
Interval$new(1, 5, class = "integer")$equals(Set$new(1:5))
#> [1] TRUE
Set$new(1) == FuzzySet$new(1, 1)
#> [1] TRUE
# proper subsets
Set$new(1:3)$isSubset(Set$new(1), proper = TRUE)
#> [1] TRUE
Set$new(1) < Set$new(1:3)
#> [1] TRUE
# (non-proper) subsets
Set$new(1:3)$isSubset(Set$new(1:3), proper = FALSE)
#> [1] TRUE
Set$new(1:3) <= Set$new(1:3)
#> [1] TRUE
# multi-dimensional checks
x = PosReals$new()^2
x$contains(list(Tuple$new(1, 1), Tuple$new(-2, 3)))
#> [1] TRUE FALSE
Usage
The primary use-cases of set6
are:
- Upgrading sets Extend the R
sets
package to R6, which allows for generalisedSet
objects with a clear inheritance structure. As well as adding features including symbolic representation of infinite sets, and cartesian products. - Defining parameter interfaces All objects inheriting from the
Set
parent class include methodsequals
andcontains
, which are used to check if two sets are equal or if elements lie in the given set. This makesset6
ideal for parameter interfaces in which a range of values (possibly multi-dimensional or of mixed types) need to be defined.
Short-term development plans
Whilst the set6
API is stable, it is considered ‘maturing’, and
therefore whilst there are no plans for major updates, these may still
occur. There are a few features and refactoring we plan on implementing
before we consider the package to be in its first complete version.
These mainly include
- Finalising all methods and fields - some are missing or possibly
inaccurate for some wrappers. For example the cardinality of
ComplementSet
s is imprecise at the moment. - We are considering adding a
simplify
method to wrappers to reduce classes inheriting fromSetWrapper
to simpler sets. This allows users to perform operations withsimplify = FALSE
and then to change their mind. - There are known bottlenecks that need to be fixed to massively improve speed and efficiency.
- Adding more tutorials to make the interface easier for beginners, especially people new to R6
At a later stage we may consider adding Venn diagrams for visualisation of sets and intervals, but this is very low priority.
Similar Packages
sets - The sets package uses S3 to define some symbolic representaton of mathematical sets, tuple, intervals, and fuzzy variants. However the symbolic representation is not consistent throughout the package, does not allow for clear inspection of set/interval elements, and there is no support for multi-dimensional sets.
BaseSet - The BaseSet package focuses on storing and analysing sets in a ‘tidy’ way, with more options for data storage in long and wide formats. The primary usage is neat and efficient inspection of finite sets, there is no support for infinite sets or symbolic representation.
Contributing
As set6
is in its early stages, contributions are very welcome. If you
have any ideas for good features please open an issue or create a pull
request. Otherwise bug reports are very appreciated if you stumble
across any broken code, these can be posted to the issue
tracker. For updates on set6
follow/star this repo.
Citing set6
If you use set6, please cite our JOSS article:
@Article{set6, title = {set6: R6 Mathematical Sets Interface}, author = {Raphael Sonabend and Franz J. Kiraly}, journal = {Journal of Open Source Software}, year = {2020}, month = {nov}, doi = {10.21105/joss.02598}, url = {https://joss.theoj.org/papers/10.21105/joss.02598}, }