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Modeling agent deci...
Modeling agent decision and behavior in the light of data science and artificial intelligence
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An, Li (author)
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Grimm, Volker (author)
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Bai, Yu (author)
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Sullivan, Abigail (author)
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Turner II, B. L. (author)
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Malleson, Nicolas (author)
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Heppenstall, Alison (author)
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Vincenot, Christian (author)
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Robinson, Derek (author)
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Ye, Xinyue (author)
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Liu, Jianguo (author)
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- Lindkvist, Emilie, 1973- (author)
- Stockholms universitet,Stockholm Resilience Centre
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Tang, Wenwu (author)
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(creator_code:org_t)
- 2023
- 2023
- English.
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In: Environmental Modelling & Software. - 1364-8152 .- 1873-6726. ; 166
- Related links:
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https://doi.org/10.1...
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Subject headings
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- Agent-based modeling (ABM) has been widely used in numerous disciplines and practice domains, subject to many eulogies and criticisms. This article presents key advances and challenges in agent-based modeling over the last two decades and shows that understanding agents' behaviors is a major priority for various research fields. We demonstrate that artificial intelligence and data science will likely generate revolutionary impacts for science and technology towards understanding agent decisions and behaviors in complex systems. We propose an innovative approach that leverages reinforcement learning and convolutional neural networks to equip agents with the intelligence of self-learning their behavior rules directly from data. We call for further developments of ABM, especially modeling agent behaviors, in the light of data science and artificial intelligence.
Subject headings
- TEKNIK OCH TEKNOLOGIER -- Naturresursteknik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Environmental Engineering (hsv//eng)
- NATURVETENSKAP -- Geovetenskap och miljövetenskap (hsv//swe)
- NATURAL SCIENCES -- Earth and Related Environmental Sciences (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Keyword
- Agent-based modeling
- Modeling agent decisions and actions
- Artificial intelligence
- Machine learning
- Data science
Publication and Content Type
- ref (subject category)
- art (subject category)
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To the university's database
- By the author/editor
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An, Li
-
Grimm, Volker
-
Bai, Yu
-
Sullivan, Abigai ...
-
Turner II, B. L.
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Malleson, Nicola ...
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show more...
-
Heppenstall, Ali ...
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Vincenot, Christ ...
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Robinson, Derek
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Ye, Xinyue
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Liu, Jianguo
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Lindkvist, Emili ...
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Tang, Wenwu
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show less...
- About the subject
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- ENGINEERING AND TECHNOLOGY
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ENGINEERING AND ...
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and Environmental En ...
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- NATURAL SCIENCES
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NATURAL SCIENCES
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and Earth and Relate ...
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- NATURAL SCIENCES
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NATURAL SCIENCES
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and Computer and Inf ...
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and Computer Science ...
- Articles in the publication
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Environmental Mo ...
- By the university
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Stockholm University