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Agent-Based Modeling

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Model Perspective
Model Perspective
May 26, 2024 · Fundamentals

Unlocking Complex Systems: How Agent-Based Modeling Simulates Traffic and Epidemics

This article introduces Agent-Based Modeling (ABM) as a powerful tool for simulating complex systems such as traffic congestion and disease spread, explains its core components, mathematical formulation, simulation steps, and provides a Python example of an epidemic model.

Agent-Based ModelingComputational ModelingPython
0 likes · 8 min read
Unlocking Complex Systems: How Agent-Based Modeling Simulates Traffic and Epidemics
DataFunSummit
DataFunSummit
Nov 29, 2023 · Artificial Intelligence

AIGC and Causal Inference: Mutual Empowerment and Applications with YLearn

This article explores how generative AI (AIGC) can be used to synthesize structured data, how synthetic data supports causal inference, and how agent‑based modeling and the YLearn framework together enable advanced causal discovery, effect estimation, and scenario simulation for enterprise AI applications.

AIGCAgent-Based ModelingArtificial Intelligence
0 likes · 16 min read
AIGC and Causal Inference: Mutual Empowerment and Applications with YLearn
DataFunSummit
DataFunSummit
Sep 4, 2023 · Artificial Intelligence

AIGC and Causal Inference: Mutual Empowerment and Applications with YLearn

This article explores how generative AI (AIGC) can be used to synthesize structured data, how synthetic data and agent‑based modeling support causal inference, and introduces the YLearn framework for end‑to‑end causal learning, highlighting practical use cases and research directions.

AIGCAgent-Based ModelingYLearn
0 likes · 15 min read
AIGC and Causal Inference: Mutual Empowerment and Applications with YLearn
DataFunTalk
DataFunTalk
Aug 27, 2023 · Artificial Intelligence

AIGC and Causal Inference: Mutual Empowerment and Practical Applications

This article explores how generative AI (AIGC) can be used to synthesize structured data, how such synthetic data enhances causal inference tasks, and how agent‑based modeling and the YLearn framework together enable a two‑way synergy between AIGC and causal learning for enterprise AI solutions.

AIGCAgent-Based ModelingArtificial Intelligence
0 likes · 15 min read
AIGC and Causal Inference: Mutual Empowerment and Practical Applications