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In this paper, we present an activity-based model for the Greater Melbourne area, using a combination of hierarchical clustering, probabilistic, and gravity-based approaches. The model outlines steps for generating a synthetic population-a…

人工智能 · 计算机科学 2025-04-11 Alan Both , Dhirendra Singh , Afshin Jafari , Billie Giles-Corti , Lucy Gunn

Agent-based modeling (ABM) provides a powerful framework for exploring how individual behaviors and interactions give rise to collective social dynamics. However, most ABMs rely on handcrafted or parameterized agent rules that are not…

社会与信息网络 · 计算机科学 2026-01-21 Abdul Sittar , Miha Cesnovar , Alenka Gucek , Marko Grobelnik

Deciphering travel behavior and mode choices is a critical aspect of effective urban transportation system management, particularly in developing countries where unique socio-economic and cultural conditions complicate decision-making.…

多智能体系统 · 计算机科学 2024-05-01 Kathleen Salazar-Serna , Lorena Cadavid , Carlos Franco

Urban traffic congestion remains a persistent issue for cities worldwide. Recent macroscopic models have adopted a mathematically well-defined relation between network flow and density to characterize traffic states over an urban region.…

最优化与控制 · 数学 2024-02-09 Mostafa Ameli , Jean-Patrick Lebacque , Negin Alisoltani , Ludovic Leclercq

Despite the potential of language model-based agents to solve real-world tasks such as web navigation, current methods still struggle with long-horizon tasks with complex action trajectories. In contrast, humans can flexibly solve complex…

计算与语言 · 计算机科学 2024-09-12 Zora Zhiruo Wang , Jiayuan Mao , Daniel Fried , Graham Neubig

Business process simulation (BPS) is a versatile technique for estimating process performance across various scenarios. Traditionally, BPS approaches employ a control-flow-first perspective by enriching a process model with simulation…

多智能体系统 · 计算机科学 2024-08-19 Lukas Kirchdorfer , Robert Blümel , Timotheus Kampik , Han van der Aa , Heiner Stuckenschmidt

Bathtub models are used to study urban traffic within a certain area. They do not require to take into account the detailed network topology. The emergence of different bathtub models has raised the question of which model can provide more…

系统与控制 · 电气工程与系统科学 2024-12-17 Jiayi Guo , Irene Martínez , Gonçalo Correia , Bart van Arem

This study investigates the spatial integration of agent-based models (ABMs) and compartmental models for infectious disease modeling, presenting a novel hybrid approach and examining its implications. ABMs offer detailed insights by…

种群与进化 · 定量生物学 2025-02-06 Inan Bostanci , Tim Conrad

A key challenge in agent-based mobility simulations is the synthesis of individual agent socioeconomic profiles. Such profiles include locations of agent activities, which dictate the quality of the simulated travel patterns. These…

统计方法学 · 统计学 2024-10-10 Ioannis Zachos , Theodoros Damoulas , Mark Girolami

The reproduction of realistic dynamics in financial markets is of great significance, as it enhances our understanding of market evolution beyond other physical processes, and facilitates the development and backtesting of investment…

多智能体系统 · 计算机科学 2025-10-14 Tianlang He , Fengming Zhu , Keyan Lu , Chang Xu , Yang Liu , Weiqing Liu , Fangzhen Lin , S. -H. Gary Chan , Jiang Bian

Agent-Based Models (ABM) are computational scenario-generators, which can be used to predict the possible future outcomes of the complex system they represent. To better understand the robustness of these predictions, it is necessary to…

综合经济学 · 经济学 2022-08-08 Karl Naumann-Woleske , Max Sina Knicker , Michael Benzaquen , Jean-Philippe Bouchaud

Agent-based modeling (ABM) is a principal approach for studying complex systems. By decomposing a system into simpler, interacting agents, agent-based modeling (ABM) allows researchers to observe the emergence of complex phenomena.…

多智能体系统 · 计算机科学 2025-10-17 Siddharth Chaturvedi , Ahmed El-Gazzar , Marcel van Gerven

Active Queue Management(AQM) is an efficient tool in the network to avoid saturation of the queue by warning the sender that the queue is almost full to reduce its speed before the queue is full. The buffer management schemes focus on space…

网络与互联网体系结构 · 计算机科学 2013-04-12 Said El Kafhali , Mohamed Hanini , Abdelali El Bouchti , Abdelkrim Haqtq

Agent-Based Models (ABMs) are used in several fields to study the evolution of complex systems from micro-level assumptions. However, ABMs typically can not estimate agent-specific (or "micro") variables: this is a major limitation which…

物理与社会 · 物理学 2022-11-24 Corrado Monti , Marco Pangallo , Gianmarco De Francisci Morales , Francesco Bonchi

Taking agent-based models (ABM) closer to the data is an open challenge. This paper explicitly tackles parameter space exploration and calibration of ABMs combining supervised machine-learning and intelligent sampling to build a surrogate…

经济学 · 定量金融 2017-04-07 Francesco Lamperti , Andrea Roventini , Amir Sani

In this paper we present an agent-based model (ABM) of scientific inquiry aimed at investigating how different social networks impact the efficiency of scientists in acquiring knowledge. As such, the ABM is a computational tool for tackling…

社会与信息网络 · 计算机科学 2016-12-15 Annemarie Borg , Daniel Frey , Dunja Šešelja , Christian Straßer

Demand Responsive Shared Transport DRST services take advantage of Information and Communication Technologies ICT, to provide on demand transport services booking in real time a ride on a shared vehicle. In this paper, an agent-based model…

多智能体系统 · 计算机科学 2018-03-26 Giuseppe Inturri , Nadia Giuffrida , Matteo Ignaccolo , Michela Le Pira , Alessandro Pluchino , Andrea Rapisarda

Over the past decade, there has been a surge of interest in the transport community in the application of agent-based simulation models to evaluate flexible transit solutions characterized by different degrees of short-term flexibility in…

多智能体系统 · 计算机科学 2022-11-22 David Leffler , Wilco Burghout , Oded Cats , Erik Jenelius

Traditional agent-based urban mobility simulations often rely on rigid rulebased systems that struggle to capture the complexity, adaptability, and behavioral diversity inherent in human travel decision making. Inspired by recent…

人工智能 · 计算机科学 2026-02-09 Qi Liu , Can Li , Wanjing Ma

Agent-based and activity-based models for simulating transportation systems have attracted significant attention in recent years. Few studies, however, include a detailed representation of active modes of transportation - such as walking…