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The recent emerging fields in data processing and manipulation has facilitated the need for synthetic data generation. This is also valid for mobility encounter dataset generation. Synthetic data generation might be useful to run…

网络与互联网体系结构 · 计算机科学 2020-02-21 Rajarshi Haldar , Salih Safa Bacanli , Moayad Aloqaily , Adel Ben Mnaouer , Damla Turgut

Understanding mobility, movement, and interaction in archaeological landscapes is essential for interpreting past human behavior, transport strategies, and spatial organization, yet such processes are difficult to reconstruct from static…

机器人学 · 计算机科学 2026-03-05 Chairi Kiourt , Vassilis Evangelidis , Dimitris Grigoropoulos

This paper describes a system developed to help people explore local communities by providing navigation services in social spaces created by the community members via communication and knowledge sharing. The proposed system utilizes data…

计算机与社会 · 计算机科学 2010-03-22 Victor V. Kryssanov , Shizuka Kumokawa , Igor Goncharenko , Hitoshi Ogawa

Individuals together with their locations & attributes are essential to feed micro-level applied urban models (for example, spatial micro-simulation and agent-based modeling) for policy evaluation. Existed studies on population…

其他计算机科学 · 计算机科学 2014-09-03 Ying Long , Zhenjiang Shen

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

Advances in computing power and data availability have led to growing sophistication in mechanistic mathematical models of social dynamics. Increasingly these models are used to inform real-world policy decision-making, often with…

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

Positioning data offer a remarkable source of information to analyze crowds urban dynamics. However, discovering urban activity patterns from the emergent behavior of crowds involves complex system modeling. An alternative approach is to…

人工智能 · 计算机科学 2019-01-23 Antonio L. Alfeo , Mario G. C. A. Cimino , Sara Egidi , Bruno Lepri , Alex Pentland , Gigliola Vaglini

Many real-world processes can naturally be modeled as systems of interacting agents. However, the long-term simulation of such agent-based models is often intractable when the system becomes too large. In this paper, starting from a…

Despite the long history of modelling human mobility, we continue to lack a highly accurate approach with low data requirements for predicting mobility patterns in cities. Here, we present a population-weighted opportunities model without…

物理与社会 · 物理学 2017-10-03 Xiao-Yong Yan , Chen Zhao , Ying Fan , Zengru Di , Wen-Xu Wang

The analysis of the transportation usage rate provides opportunities for evaluating the efficacy of the transportation service offered by proposing an indicator that integrates actual demand and capacity. This study aims to develop a…

Autonomous agents rely on sensor data to construct representations of their environments, essential for predicting future events and planning their actions. However, sensor measurements suffer from limited range, occlusions, and sensor…

机器人学 · 计算机科学 2025-01-09 José Manuel Gaspar Sánchez , Leonard Bruns , Jana Tumova , Patric Jensfelt , Martin Törngren

Human mobility modeling is indispensable for diverse urban applications. However, existing data-driven methods often suffer from data scarcity, limiting their applicability in regions where historical trajectories are unavailable or…

人工智能 · 计算机科学 2026-04-13 Chenjie Yang , Yutian Jiang , Anqi Liang , Wei Qi , Chenyu Wu , Junbo Zhang

In recent years, the drive-by sensing paradigm has become increasingly popular for cost-effective monitoring of urban areas. Drive-by sensing is a form of crowdsensing wherein sensor-equipped vehicles (aka, mobile agents) are the primary…

信号处理 · 电气工程与系统科学 2020-02-21 Navid Hashemi Tonekaboni , Lakshmish Ramaswamy , Deepak Mishra , Sorush Omidvar

Unleashing the synergies among rapidly evolving mobility technologies in a multi-stakeholder setting presents unique challenges and opportunities for addressing urban transportation problems. This paper introduces a novel synthetic…

计算工程、金融与科学 · 计算机科学 2024-07-09 Jiangbo Yu , Graeme McKinley

Agent-based modeling is a powerful simulation technique to understand the collective behavior and microscopic interaction in complex financial systems. Recently, the concept for determining the key parameters of the agent-based models from…

统计金融 · 定量金融 2017-03-21 T. T. Chen , B. Zheng , Y. Li , X. F. Jiang

The proposed stochastic model for pedestrian dynamics is based on existing approaches using cellular automata, combined with substantial extensions, to compensate the deficiencies resulting of the discrete grid structure. This agent motion…

物理与社会 · 物理学 2021-04-01 Michael Schultz

This paper studies the feasibility of synthetic data generation for mission-critical applications. The emphasis is on synthetic data generation for anomalous detection in complex social networks. In particular, the development of a…

社会与信息网络 · 计算机科学 2020-10-27 Andreea Sistrunk , Vanessa Cedeno , Subhodip Biswas

Predicting the location where a lost person could be found is crucial for search and rescue operations with limited resources. To improve the precision and efficiency of these predictions, simulated agents can be created to emulate the…

人工智能 · 计算机科学 2025-04-07 Jan-Hendrik Ewers , David Anderson , Douglas Thomson

In model-based reinforcement learning, generative and temporal models of environments can be leveraged to boost agent performance, either by tuning the agent's representations during training or via use as part of an explicit planning…