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Collective intelligence: History, Applications & Art

Collective intelligence (CI) or group intelligence (GI) is the emergent ability of groups, whether composed of humans alone, animals, or networks of humans and artificial agents, to solve problems, make decisions, or generate knowledge more effectively than individuals alone, through either cooperation or by aggregation of diverse information…

Language: English [EN]
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Collective intelligence topic overview

The analysis highlights History, Applications and Art as prominent areas in the source structure around Collective intelligence. 1 topic appears in more than one source area, which can help identify connections that are less obvious in a linear reading.

Related topics
207
Source areas
11
Connected nodes
220
Extracted relationships
333
Concept neighborhoods
57
Bridge connections
220

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 · 82 topics
History · 43 topics
Similar concepts and applications · 21 topics
Collective intelligence factor c · 18 topics
Others · 15 topics
Computation and computer science · 11 topics
Applications · 5 topics
Collective intelligence and deliberative democracy · 5 topics
The Wisdom of Crowds · 4 topics
Computational collective intelligence · 3 topics
Collective intelligence and leadership · 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.

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

History

The Wisdom of Crowds

Collective intelligence factor c

Collective intelligence and deliberative democracy

Computational collective intelligence

Collective intelligence and leadership

Applications

Similar concepts and applications

Computation and computer science

Others

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 Collective intelligence connects Entity context

The extracted context around Collective intelligence shows recurring relationship patterns in the source. For example, Collective intelligence → AGH University, Collective, For, In, IQ Social, IQS, It, N-element, Poland, Prospective, Szuba, Tad, Tadeusz, Their, They, This, Thus, Turing, While IQS Another extracted example is Collective intelligence → Abu Dhabi, AI, Bologna, DCOSS, DISCOLI, DIStributed COLlective Intelligence, Distributed Computing, Distributed Computing Systems, Editions, ICDCS, International Conference, Internet, Pafos, Smart Systems, The DISCOLI, Things, Tuscany, Typically. Use these groups to spot repeated connection types before inspecting the individual relationships.

Collective intelligence

Top relations

related to Computational collective intelligence · 19
Collective intelligence → AGH University, Collective, For, In, IQ Social, IQS, It, N-element, Poland, Prospective, Szuba, Tad, Tadeusz, Their, They, This, Thus, Turing, While IQS
related to DIStributed COllective Intelligence Workshop (DISCOLI) · 18
Collective intelligence → Abu Dhabi, AI, Bologna, DCOSS, DISCOLI, DIStributed COLlective Intelligence, Distributed Computing, Distributed Computing Systems, Editions, ICDCS, International Conference, Internet, Pafos, Smart Systems, The DISCOLI, Things, Tuscany, Typically
related to Evidence · 18
Collective intelligence → According, Afterwards, Both, Chabris, Criterion, Hashmi, In, In Woolley, IQ, IQs, Malone, McGrath Task Circumplex, Pentland, Tasks, That, The, While, Woolley
related to External links · 15
Collective intelligence → Accelerator LabsCollective, Arts, Class Central, Intelligence, National Endowment, NESTA, NESTA Centre, Science, Sustainable Development, Technology, The Collective Intelligence ProjectThe, UK, UKThe Crowd Wisdom Project, UNDP, United Nations Development Program
related to Collective intelligence factor c · 13
Collective intelligence → Charles Spearman, CI, English, Group-IQ, Hereby, In, Initially, IQ, Now, Since, The, They, Yet
related to Computational Collective Intelligence (ICCCI) · 12
Collective intelligence → Budapest, CI, Computational Collective Intelligence, Hammamet, Ho Chi Minh City, ICCCI, Leipzig, Recent ICCCI, Rhodes, Since, Springer, The International Conference
related to history · 11
Collective intelligence → Aristotle, Aristotle's, Condorcet, Her, Many, Marquis, Melissa Schwartzberg, Modern, Politics, Politics III, Recent
related to Potential connections to individual intelligence · 11
Collective intelligence → Further, Genomes, Gladwell, Group-IQ, If, In, IQ, Moreover, Similarly, There, Whereas
has application · 10
Collective intelligence → Accelerator Labs, As, Collective Intelligence Design, Global Mindpool, In, Sustainable Development Goals, The Nesta Centre, UNDP, United Nations Development Program, Wikipedia
related to Collective intelligence, futures studies and strategic foresight · 10
Collective intelligence → European, Futures, Futures4Europe, In, Intelligence System, Millennium Project's Global Futures, Practical, Some, Sweden's FOI, Ukrainian

Important terminology

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

Important terminology

intelligence collective group social groups individual information systems knowledge research tasks also et al human factor distributed performance process complex

Collective intelligence relationships Subject–Predicate–Object triples

TTTA extracted 333 structured relationships around Collective intelligence. Examples in this analysis include Collective intelligence → is a → digitization of information and communication and Collective intelligence → is a → property that emerges through coordination from both bottom-up and top-down processes. The table shows each extracted connection, where it came from and its confidence.

SubjectPredicateObjectConfidenceSrc
Collective intelligenceis adigitization of information and communication0.90text
Collective intelligenceis aproperty that emerges through coordination from both bottom-up and top-down processes0.90text
voting systemsinstance ofsocial capital and formalisms0.80text
social mediainstance ofsocial capital and formalisms0.80text
other means of quantifying mass activityinstance ofsocial capital and formalisms0.80text
higher numbers of women in the group as well as increased diversity of the group.Collective intelligence is attributed to bacteriainstance ofThe features of composition that lead to increased levels of collective intelligence in groups include criteria0.80text
animalsinstance ofThe features of composition that lead to increased levels of collective intelligence in groups include criteria0.80text
but also algorithmic governanceinstance ofThe features of composition that lead to increased levels of collective intelligence in groups include criteria0.80text
copy-when-uncertaininstance ofsocial-learning rules0.80text
and cognitive division of labourinstance ofsocial-learning rules0.80text
aggregating up-votesinstance ofcollective intelligence in large-scale groups been dominated by serialized polling processes0.80text
likesinstance ofcollective intelligence in large-scale groups been dominated by serialized polling processes0.80text

Related concept clusters Concept neighborhoods

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

  • Collective intelligence
    • Intelligence
    • Group
    • Systems
    • Groups
    • Human
    • Knowledge
    • Social
    • Distributed
    • Information
    • Factor
    • Work
    • Also
  • collective intelligence
    • Intelligence
    • Individual
    • Group
    • Systems
    • Knowledge
    • Social
    • Groups
    • Human
    • Factor
    • Research
    • Distributed
    • Information
  • intelligence
    • Individual
    • Knowledge
    • Social
    • Systems
    • Factor
    • Human
    • Research
    • Also
    • Distributed
    • Information
    • Found
    • Work
  • emergent
    • Systems
    • Processes
    • Work
    • Knowledge
    • Information
    • Participants
    • Individual
    • Individuals
    • Complex
    • Process
    • Social
    • Distributed
  • aggregation
    • Information
    • Individuals
    • Individual
    • Groups
    • Knowledge
    • Including
    • Cognitive
    • Example
    • Collective
    • Group
    • Intelligence
    • Distributed
  • swarm intelligence
    • Individual
    • Knowledge
    • Social
    • Systems
    • Factor
    • Human
    • Research
    • Also
    • Distributed
    • Information
    • Found
    • Work
  • complex adaptive systems
    • Systems
    • Leadership
    • Tasks
    • Research
    • Human
    • Processes
    • Performance
    • Factor
    • Emergent
    • Intelligence
    • Social
    • Work
  • group consciousness
    • Members
    • Intelligence
    • Tasks
    • Social
    • Performance
    • Factor
    • Individuals
    • Processes
    • Individual
    • Work
    • Al
    • Et

Connections between topic areas Semantic bridges

For Collective intelligence, one of the stronger structural bridges in this analysis connects Collective intelligence 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
Collective intelligenceOverview · splits 137 ⟂ 84
Collective intelligenceHistory · splits 177 ⟂ 44
Collective intelligenceSimilar concepts and applications · splits 199 ⟂ 22
Collective intelligenceCollective intelligence factor c · splits 202 ⟂ 19
Collective intelligenceOthers · splits 205 ⟂ 16
Collective intelligenceComputation and computer science · splits 209 ⟂ 12
Collective intelligenceCollective intelligence and deliberative democracy · splits 215 ⟂ 6
Collective intelligenceApplications · splits 215 ⟂ 6
Collective intelligenceThe Wisdom of Crowds · splits 216 ⟂ 5
Collective intelligenceComputational collective intelligence · splits 217 ⟂ 4

Map overview Semantic statistics

Collective intelligence

Nodes221
Edges220
Triples333
Avg. degree1.99
Density0.00905
Components1

Source & methodology

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

Source: Wikipedia — Collective intelligence · EN edition · Analysis: TopicsToTalkAbout

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