Explainable artificial intelligence

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Explainable artificial intelligence topic overview

The analysis highlights History, Art and Products as prominent areas in the source structure around Explainable artificial intelligence.

Related topics: 77
Source areas: 8
Connected nodes: 85
Extracted relationships: 14
Related term clusters: 33
Bridge connections: 85

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.

Explainability and interpretability techniques · 24 topics

History and methods · 17 topics

Background · 10 topics

Goals · 9 topics

Explainability in social choice · 6 topics

Overview · 5 topics

Regulation · 4 topics

Criticism · 2 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.

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Explainable artificial intelligence

35Artificial intelligence · Automated reasoning · Black box

5Foundation model · Neural network (machine learning) · Dictionary learning

5Symbolic artificial intelligence · Mycin · Bacteremia

4Decision tree · Bayesian network · Linear model

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

Background

Goals

History and methods

Regulation

Criticism

Explainability in social choice

For the semantics nerds

You can skip this section if you’re here for content ideas and keyword inspiration.

Advanced semantic analysis

How Explainable artificial intelligence connects Entity context

The extracted context around Explainable artificial intelligence shows recurring relationship patterns in the source. For example, Explainable artificial intelligence → AI-based, Artificial Intelligence, Digital Republic Act, GDPR, General Data Protection Regulation, In France, International Joint Conference, Loi, République, The European Union, United States, Workshop, XAI. Use these groups to spot repeated connection types before inspecting the individual relationships.

Top relations

related to Regulation · 13

Explainable artificial intelligence → AI-based, Artificial Intelligence, Digital Republic Act, GDPR, General Data Protection Regulation, In France, International Joint Conference, Loi, République, The European Union, United States, Workshop, XAI

Important terminology

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

Important terminology

ai explanations algorithms knowledge explanation model xai models systems users explainability learning system trust explain explainable decisions interpretability machine may

Explainable artificial intelligence relationships Subject–Predicate–Object triples

TTTA extracted 14 structured relationships around Explainable artificial intelligence. Examples in this analysis include SOPHIE that could act as an → instance of → Research in intelligent tutoring systems resulted in developing systems and Explainable artificial intelligence → related to Regulation → AI-based. The table shows each extracted connection, where it came from and its confidence.

Subject	Predicate	Object	Confidence	Src
SOPHIE that could act as an	instance of	Research in intelligent tutoring systems resulted in developing systems	0.80	text
Explainable artificial intelligence	related to Regulation	AI-based	0.60	section
Explainable artificial intelligence	related to Regulation	International Joint Conference	0.60	section
Explainable artificial intelligence	related to Regulation	Artificial Intelligence	0.60	section
Explainable artificial intelligence	related to Regulation	Workshop	0.60	section
Explainable artificial intelligence	related to Regulation	XAI	0.60	section
Explainable artificial intelligence	related to Regulation	The European Union	0.60	section
Explainable artificial intelligence	related to Regulation	General Data Protection Regulation	0.60	section
Explainable artificial intelligence	related to Regulation	GDPR	0.60	section
Explainable artificial intelligence	related to Regulation	United States	0.60	section
Explainable artificial intelligence	related to Regulation	In France	0.60	section
Explainable artificial intelligence	related to Regulation	Loi	0.60	section

Related concept clusters Related term clusters

The concept neighborhoods around Explainable artificial intelligence bring nearby vocabulary together. In this analysis, examples include Explainable, Intelligence and Research. Use the clusters to find adjacent concepts and terminology that may deserve separate research.

right to explanation
- General
- Explanations
- Machine
- Knowledge
- Learning
- Reasoning
- Rules
- Given
- May
- Interpretability
- Users
- Explainability
machine learning
- Learning
- Machine
- Explain
- Research
- Even
- Used
- Understand
- Transparency
- Explanation
- Interpretability
- Xai
- System
supervised machine learning
- Learning
- Machine
- Explain
- Research
- Even
- Used
- Understand
- Transparency
- Explanation
- Interpretability
- Xai
- System
algorithms
- Decisions
- Machine
- Transparency
- Interpretability
- Trust
- Learning
- Data
- Explainability
- Used
- Explanation
- Also
- Understand
clinical decision support systems
- Transparency
- Explanations
- Trust
- Users
- System
- Explainability
- Understanding
- Data
- Reasoning
- Systems
- Used
- General
supervised learning
- Machine
- Explain
- Research
- Xai
- System
- Understanding
- Even
- Explanation
- Used
- Features
- Techniques
- Transparency
multitask learning
- Machine
- Explain
- Research
- Xai
- System
- Understanding
- Even
- Explanation
- Used
- Features
- Techniques
- Transparency
dictionary learning
- Machine
- Explain
- Research
- Xai
- System
- Understanding
- Even
- Explanation
- Used
- Features
- Techniques
- Transparency

Connections between topic areas Semantic bridges

For Explainable artificial intelligence, one of the stronger structural bridges in this analysis connects Explainable artificial intelligence with Explainability and interpretability techniques. 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

Explainable artificial intelligence — Explainability and interpretability techniques · splits 61 ⟂ 25

Explainable artificial intelligence — History and methods · splits 68 ⟂ 18

Explainable artificial intelligence — Background · splits 75 ⟂ 11

Explainable artificial intelligence — Goals · splits 76 ⟂ 10

Explainable artificial intelligence — Explainability in social choice · splits 79 ⟂ 7

Explainable artificial intelligence — Overview · splits 80 ⟂ 6

Explainable artificial intelligence — Regulation · splits 81 ⟂ 5

Explainable artificial intelligence — Criticism · splits 83 ⟂ 3

Map overview Semantic statistics

Explainable artificial intelligence

Nodes86

Edges85

Triples14

Avg. degree1.98

Density0.023256

Components1

Source & methodology

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

Source: Wikipedia — Explainable artificial intelligence · EN edition · Analysis: TopicsToTalkAbout

Explainable artificial intelligence: History, Art & Products

Explainable artificial intelligence topic overview

What this topic covers Research coverage

Key facts & relationships

Start with your topic. Discover where to go next.

Questions to explore

Explore all related topics Closing gaps

Overview

Background

Goals

Explainability and interpretability techniques

History and methods

Regulation

Criticism

Explainability in social choice

For the semantics nerds

Advanced semantic analysis

How Explainable artificial intelligence connects Entity context

Explainable artificial intelligence

Top relations

Important terminology

Important terminology

Explainable artificial intelligence relationships Subject–Predicate–Object triples

Related concept clusters Related term clusters

Connections between topic areas Semantic bridges

Map overview Semantic statistics

Explainable artificial intelligence

Source & methodology