Explaining human decision-making by combining choice and process data
IMMERSION aims to enhance understanding of human decision-making by developing innovative methods to integrate choice and process data for real-world applications in transportation systems.
Projectdetails
Introduction
Decision-making is a core element of human activity, and the decisions we make can have significant consequences for ourselves, others, and the world we live in. Thus, the ability to explain and predict decision-making is vital for improving individual and societal outcomes, especially when addressing global challenges like climate change, sustainable energy, ageing populations, and public health. Mathematical models of decision-making can help us to understand and predict human behaviour.
Challenges in Decision-Making Models
Despite significant progress, several scientific challenges persist in the applicability of advanced behavioural models to real-world problems.
- Many models focus on predicting decision outcomes rather than explaining the decision process itself.
- Information contained in neurophysiological process data that emerge during decision-making is often ignored.
- Methods for collecting behavioural data fail to create realistic impressions of scenarios representing the future.
Objectives of IMMERSION
IMMERSION aims to advance the study of human decision-making by developing new innovative methods for combining choice and process data. This includes:
- New models for integrating choice and process data.
- New statistical inference procedures tailored to such models.
- New methods for collecting rich behavioural data in immersive experiments.
The proposed research will create a paradigm shift in behavioural research with impacts on many application domains. IMMERSION will equip researchers with a new powerful toolkit for extracting deep behavioural insights from rich data using advanced models.
Empirical Work and Applications
The proposed research includes substantial empirical work applying IMMERSION’s methodological innovations to real-world problems with implications for the human-centric design of future transport systems.
This work includes case studies to explain and predict human decision-making in the contexts of:
- Transportation infrastructure development.
- Pedestrian-autonomous vehicle interactions.
- Pedestrian wayfinding.
Financiële details & Tijdlijn
Financiële details
Subsidiebedrag | € 1.500.000 |
Totale projectbegroting | € 1.500.000 |
Tijdlijn
Startdatum | 1-10-2024 |
Einddatum | 30-9-2029 |
Subsidiejaar | 2024 |
Partners & Locaties
Projectpartners
- DANMARKS TEKNISKE UNIVERSITETpenvoerder
Land(en)
Vergelijkbare projecten binnen European Research Council
Project | Regeling | Bedrag | Jaar | Actie |
---|---|---|---|---|
MANUNKIND: Determinants and Dynamics of Collaborative ExploitationThis project aims to develop a game theoretic framework to analyze the psychological and strategic dynamics of collaborative exploitation, informing policies to combat modern slavery. | ERC STG | € 1.497.749 | 2022 | Details |
Elucidating the phenotypic convergence of proliferation reduction under growth-induced pressureThe UnderPressure project aims to investigate how mechanical constraints from 3D crowding affect cell proliferation and signaling in various organisms, with potential applications in reducing cancer chemoresistance. | ERC STG | € 1.498.280 | 2022 | Details |
Uncovering the mechanisms of action of an antiviral bacteriumThis project aims to uncover the mechanisms behind Wolbachia's antiviral protection in insects and develop tools for studying symbiont gene function. | ERC STG | € 1.500.000 | 2023 | Details |
The Ethics of Loneliness and SociabilityThis project aims to develop a normative theory of loneliness by analyzing ethical responsibilities of individuals and societies to prevent and alleviate loneliness, establishing a new philosophical sub-field. | ERC STG | € 1.025.860 | 2023 | Details |
MANUNKIND: Determinants and Dynamics of Collaborative Exploitation
This project aims to develop a game theoretic framework to analyze the psychological and strategic dynamics of collaborative exploitation, informing policies to combat modern slavery.
Elucidating the phenotypic convergence of proliferation reduction under growth-induced pressure
The UnderPressure project aims to investigate how mechanical constraints from 3D crowding affect cell proliferation and signaling in various organisms, with potential applications in reducing cancer chemoresistance.
Uncovering the mechanisms of action of an antiviral bacterium
This project aims to uncover the mechanisms behind Wolbachia's antiviral protection in insects and develop tools for studying symbiont gene function.
The Ethics of Loneliness and Sociability
This project aims to develop a normative theory of loneliness by analyzing ethical responsibilities of individuals and societies to prevent and alleviate loneliness, establishing a new philosophical sub-field.
Vergelijkbare projecten uit andere regelingen
Project | Regeling | Bedrag | Jaar | Actie |
---|---|---|---|---|
Choice, necessity or chance? Understanding behaviouR chanGE iN TransportURGENT aims to enhance understanding of mobility behavior change through interdisciplinary analysis of individual and contextual factors, using longitudinal data to inform effective transport intervention strategies. | ERC COG | € 1.936.613 | 2022 | Details |
Towards a computational account of natural sequential behaviorThis project aims to model and understand the interplay of perception, cognition, and action in everyday tasks through behavioral experiments and computational frameworks under uncertainty. | ERC COG | € 1.964.000 | 2022 | Details |
Context-aware adaptive visualizations for critical decision makingSYMBIOTIK aims to enhance decision-making in critical scenarios through an AI-driven, human-InfoVis interaction framework that fosters awareness and emotional intelligence. | EIC Pathfinder | € 4.485.655 | 2022 | Details |
Artificial UserThis project aims to enhance human-computer interaction by developing a simulator that autonomously generates human-like behavior using computational rationality, improving evaluation methods and data generation. | ERC ADG | € 2.499.208 | 2024 | Details |
Choice, necessity or chance? Understanding behaviouR chanGE iN Transport
URGENT aims to enhance understanding of mobility behavior change through interdisciplinary analysis of individual and contextual factors, using longitudinal data to inform effective transport intervention strategies.
Towards a computational account of natural sequential behavior
This project aims to model and understand the interplay of perception, cognition, and action in everyday tasks through behavioral experiments and computational frameworks under uncertainty.
Context-aware adaptive visualizations for critical decision making
SYMBIOTIK aims to enhance decision-making in critical scenarios through an AI-driven, human-InfoVis interaction framework that fosters awareness and emotional intelligence.
Artificial User
This project aims to enhance human-computer interaction by developing a simulator that autonomously generates human-like behavior using computational rationality, improving evaluation methods and data generation.