Opinion Dynamics Model Based on Cognitive Biases of Complex Agents
Bibliographic Data
| ID | 7522305 |
|---|---|
| Authors | Paweł Sobkowicz (0000-0002-7275-7235, Rathenau Instituut, corresponding author) |
| Year | 2018 |
| Volume | 21 |
| Issue | 4 |
| Publication date | 2018-01-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Journal of Artificial Societies and Social Simulation (JOURNAL) |
| Journal identifiers | ISSN: 1460-7425 • E-ISSN: 1460-7425 |
| Publisher | Journal of Artificial Societies and Social Simulation (PUBLISHER) |
| DOI | 10.18564/jasss.3867 |
| OpenAlex | W2898798411 |
| Language | EN |
| Citations received | 5 |
| References cited | 25 |
We present an introduction to a novel way of simulating individual and group opinion dynamics, taking into account how various sources of information are filtered due to cognitive biases. The agent-based model presented here falls into the 'complex agent' category, in which the agents are described in considerably greater detail than in the simplest 'spinson' model. To describe agents' information processing, we introduced mechanisms of updating individual belief distributions, relying on information processing. The open nature of this proposed model allows us to study the e ects of various static and time-dependent biases and information filters. In particular, the paper compares the e ects of two important psychological mechanisms: confirmation bias and politically motivated reasoning. This comparison has been prompted by recent experimental psychology work by Dan Kahan. Depending on the e ectiveness of information filtering (agent bias), agents confronted with an objective information source can either reach a consensus based on truth, or remain divided despite the evidence. In general, this model might provide understanding into increasingly polarized modern societies, especially as it allows us to mix di erent types of filters: e.g
Cognition · Cognitive bias · Cognitive model · Cognitive psychology · Confirmation bias · Information processing · Computer Science · Opinion Dynamics and Social Influence · Psychology · Social Psychology · Artificial Intelligence
Classification-Based Opinion Formation Model Embedding Agents’ Psychological Traits
Exploring the Complexities of Negotiation
Seeing what can(not) be seen
How Availability Heuristic, Confirmation Bias and Fear May Drive Societal Polarisation
What Information Drives Political Polarization? Comparing the Effects of In-group Praise, Out-group Derogation, and Evidence-based Communications on Polarization
The Politically Motivated Reasoning Paradigm, Part 2
Judgment under Uncertainty
Mixing beliefs among interacting agents
The Politically Motivated Reasoning Paradigm, Part 1
How emotions inform judgment and regulate thought
Modeling Social Change with Cellular Automata
Interacting Agents and Continuous Opinions Dynamics
From private attitude to public opinion
Partisan News and Political Participation
Political Polarization in the American Public
Anti-vaccination movements and their interpretations
| Unique citing works | 5 |
|---|---|
| Citations per year | 1 |
| Citation span | 2021 - 2024 (4) |
| Citation velocity | recent |
| Highly cited | No |
| Citation types | Neutral: 5 |