Research any topic before you write.

Find related topics. | Discover entities. | See connections. | Build a topical map.

Stan (software): Products, Interfaces & Algorithms

Stan is a probabilistic programming language for statistical inference written in C++. The Stan language is used to specify a (Bayesian) statistical model with an imperative program calculating the log probability density function.

Language: English [EN]
Use the mouse wheel or two fingers (on touchscreens) to zoom in and out of the map.
100%
More settings
100% 100% 100% 100% 100%

Stan (software) topic overview

The analysis highlights Products, Interfaces and Algorithms as prominent areas in the source structure around Stan (software).

Related topics
30
Source areas
5
Connected nodes
35
Extracted relationships
10
Concept neighborhoods
19
Bridge connections
35

What this topic covers Research coverage

Source areas are shown by the number of related topics found in each part of the analysis. Use smaller areas too: they can reveal specialized angles and content gaps.

Overview · 10 topics
Interfaces · 9 topics
Algorithms · 7 topics
Usage · 3 topics
Automatic differentiation · 1 topics

Smaller areas are not necessarily less important. They contain fewer connections in this analysis and can be useful for finding specialized angles or coverage gaps.

Key facts & relationships

High-confidence facts extracted from structured source data. Use them as anchors for further research.

License
New BSD License
Operating system
Unix-like, Microsoft Windows, Mac OS X
Original author
Stan Development Team
Platform
Intel x86 - 32-bit, x64
Release
August 30, 2012 (2012-08-30)
Repository
github.com/stan-dev/stan

Explore all related topics Closing gaps

Browse the complete topic structure, not only the most central items. Less prominent entities and concepts can reveal missing angles, specialized context and useful research gaps. Each item opens a new analysis centered on that subject.

Overview

Interfaces

Algorithms

Automatic differentiation

Usage

Advanced semantic analysis

Deeper signals for content research, entity SEO and topical coverage. The plain-language headings explain what each technical view is useful for.

How Stan (software) connects Entity context

The extracted context around Stan (software) shows recurring relationship patterns in the source. For example, Stan (software) → New BSD License Another extracted example is Stan (software) → Unix-like, Microsoft Windows, Mac OS X. Use these groups to spot repeated connection types before inspecting the individual relationships.

Stan (software)

Top relations

License · 1
Stan (software) → New BSD License
Operating system · 1
Stan (software) → Unix-like, Microsoft Windows, Mac OS X
Original author · 1
Stan (software) → Stan Development Team
Platform · 1
Stan (software) → Intel x86 - 32-bit, x64
Release · 1
Stan (software) → August 30, 2012 (2012-08-30)
Repository · 1
Stan (software) → github.com/stan-dev/stan
Stable release · 1
Stan (software) → 2.39.0 / 19 May 2026; 3 months ago (19 May 2026)
Type · 1
Stan (software) → Statistical package
Website · 1
Stan (software) → mc-stan.org
Written in · 1
Stan (software) → C++

Important terminology

Use these terms to understand the vocabulary surrounding the topic, not as a checklist for keyword stuffing.

Important terminology

stan language programming probabilistic bayesian statistical inference andrew gelman written used model monte carlo bob carpenter daniel lee optimization interfaces

Stan (software) relationships Subject–Predicate–Object triples

TTTA extracted 10 structured relationships around Stan (software). Examples in this analysis include Stan (software) → License → New BSD License and Stan (software) → Operating system → Unix-like, Microsoft Windows, Mac OS X. The table shows each extracted connection, where it came from and its confidence.

SubjectPredicateObjectConfidenceSrc
Stan (software)LicenseNew BSD License1.00infobox
Stan (software)Operating systemUnix-like, Microsoft Windows, Mac OS X1.00infobox
Stan (software)Original authorStan Development Team1.00infobox
Stan (software)PlatformIntel x86 - 32-bit, x641.00infobox
Stan (software)ReleaseAugust 30, 2012 (2012-08-30)1.00infobox
Stan (software)Repositorygithub.com/stan-dev/stan1.00infobox
Stan (software)Stable release2.39.0 / 19 May 2026; 3 months ago (19 May 2026)1.00infobox
Stan (software)TypeStatistical package1.00infobox
Stan (software)Websitemc-stan.org1.00infobox
Stan (software)Written inC++1.00infobox

Related concept clusters Concept neighborhoods

The concept neighborhoods around Stan (software) bring nearby vocabulary together. In this analysis, examples include Bayesian, Inference and Algorithms. Use the clusters to find adjacent concepts and terminology that may deserve separate research.

  • Stan (software)
    • Bayesian
    • Inference
    • Algorithms
    • Automatic
    • Carlo
    • Differentiation
    • Interfaces
    • Model
    • Monte
    • Optimization
    • Used
    • Written
  • stan (software)
    • Bayesian
    • Inference
    • Written
    • Algorithms
    • Automatic
    • Carlo
    • Differentiation
    • Interfaces
    • Model
    • Monte
    • Optimization
    • Used
  • probabilistic programming language
    • Programming
    • Language
    • Probabilistic
    • Stan
    • Bayesian
    • Inference
    • Software
    • Written
    • Interfaces
    • Used
    • Statistical
    • Ben
  • statistical inference
    • Optimization
    • Bayesian
    • Algorithms
    • Carlo
    • Model
    • Monte
    • Written
    • Probabilistic
    • Programming
    • Stan
    • Language
    • Alpha
  • statistical model
    • Algorithms
    • Automatic
    • Differentiation
    • Model
    • Statistical
    • Written
    • Alpha
    • Also
    • Beta
    • Bsd
    • Development
    • Displaystyle
  • python programming language
    • Language
    • Programming
    • Probabilistic
    • Stan
    • Bayesian
    • Software
    • Written
    • Inference
    • Interfaces
    • Used
    • Statistical
    • Ben
  • ruby programming language
    • Language
    • Programming
    • Probabilistic
    • Stan
    • Bayesian
    • Software
    • Written
    • Inference
    • Interfaces
    • Used
    • Statistical
    • Ben
  • julia programming language
    • Language
    • Programming
    • Probabilistic
    • Stan
    • Bayesian
    • Software
    • Written
    • Inference
    • Interfaces
    • Used
    • Statistical
    • Ben

Connections between topic areas Semantic bridges

For Stan (software), one of the stronger structural bridges in this analysis connects Stan (software) with Overview. Bridges highlight paths between different parts of the map and can reveal research angles that are easy to miss in a flat list.

Min side: 3
Stan (software)Overview · splits 25 ⟂ 11
Stan (software)Interfaces · splits 26 ⟂ 10
Stan (software)Algorithms · splits 28 ⟂ 8
Stan (software)Usage · splits 32 ⟂ 4

Map overview Semantic statistics

Stan (software)

Nodes36
Edges35
Triples10
Avg. degree1.94
Density0.055556
Components1

Source & methodology

TTTA analyzes the structure around Stan (software) to surface related topics, entities, relationships, concept neighborhoods and bridge connections. Use the map to explore areas such as Products, Interfaces & Algorithms, including less central topics that may reveal useful research gaps. Automatically extracted connections are research leads rather than rewritten encyclopedia content.

Source: Wikipedia — Stan (software) · EN edition · Analysis: TopicsToTalkAbout

For writers, content strategists, SEOs, marketers and creators — from quick topic research to advanced semantic analysis.