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Over the past two decades, there has been a growing interest in control systems research to transition from model-based methods to data-driven approaches. In this study, we aim to bridge a divide between conventional model-based control and…

系统与控制 · 电气工程与系统科学 2024-02-05 Yasaman Pedari , Jaeho Lee , Yongsoon Eun , Hamid Ossareh

During crowd navigation, robot motion plan needs to consider human motion uncertainty, and the human motion uncertainty is dependent on the robot motion plan. We introduce Interaction-aware Conformal Prediction (ICP) to alternate…

机器人学 · 计算机科学 2025-02-11 Zhe Huang , Tianchen Ji , Heling Zhang , Fatemeh Cheraghi Pouria , Katherine Driggs-Campbell , Roy Dong

Understanding the movement behaviours of individuals and the way they react to the external world is a key component of any problem that involves the modelling of human dynamics at a physical level. In particular, it is crucial to capture…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Gabriele Galatolo , Mirco Nanni

Human collaboration with robots requires flexible role adaptation, enabling the robot to switch between an active leader and a passive follower. Effective role switching depends on accurately estimating human intentions, which is typically…

机器人学 · 计算机科学 2026-04-01 Fan Shao , Satoshi Endo , Sandra Hirche , Fanny Ficuciello

With an increasing number of vehicles equipped with adaptive cruise control (ACC), the impact of such vehicles on the collective dynamics of traffic flow becomes relevant. By means of simulation, we investigate the influence of variable…

物理与社会 · 物理学 2010-09-08 Arne Kesting , Martin Treiber , Dirk Helbing

In various economic environments, people observe other people with whom they strategically interact. We can model such information-sharing relations as an information network, and the strategic interactions as a game on the network. When…

统计方法学 · 统计学 2019-11-27 Nathan Canen , Jacob Schwartz , Kyungchul Song

China's structural changes have brought new challenges to its regional employment structures, entailing labour redistribution. By now Chinese research on migration decisions with a forward-looking stand and on bilateral longitudinal…

综合经济学 · 经济学 2022-12-26 Huaxin Wang-Lu , Octasiano Miguel Valerio Mendoza

We consider the problem of interaction neighborhood estimation from the partial observation of a finite number of realizations of a random field. We introduce a model selection rule to choose estimators of conditional probabilities among…

统计理论 · 数学 2010-10-25 Matthieu Lerasle , Daniel Yasumasa Takahashi

Experimentally observed networks of interacting dynamical systems are inferred from recorded multivariate time series by evaluating a statistical measure of dependence, usually the cross-correlation coefficient, or mutual information. These…

数据分析、统计与概率 · 物理学 2017-07-03 Milan Palus

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 polycentric city model has gained popularity in spatial planning policy, since it is believed to overcome some of the problems often present in monocentric metropolises, ranging from congestion to difficult accessibility to jobs and…

物理与社会 · 物理学 2023-05-11 Carmen Cabrera-Arnau , Chen Zhong , Michael Batty , Ricardo Silva , Soong Moon Kang

Predicting human mobility between locations has practical applications in transportation science, spatial economics, sociology and many other fields. For more than 100 years, many human mobility prediction models have been proposed, among…

物理与社会 · 物理学 2021-04-01 Er-Jian Liu , Xiao-Yong Yan

Designing socially active streets has long been a goal of urban planning, yet existing quantitative research largely measures pedestrian volume rather than the quality of social interactions. We hypothesize that street view imagery -- an…

计算机视觉与模式识别 · 计算机科学 2025-08-11 Kieran Elrod , Katherine Flanigan , Mario Bergés

The analysis of seismic site effects generally disregards the influence of surface structures on the free field motion in densely urbanized areas. This paper aims at investigating this particular problem called site-city interaction…

Feature interactions can contribute to a large proportion of variation in many prediction models. In the era of big data, the coexistence of high dimensionality in both responses and covariates poses unprecedented challenges in identifying…

统计方法学 · 统计学 2016-05-12 Yinfei Kong , Daoji Li , Yingying Fan , Jinchi Lv

Against the paucity of urban parcels in China, this paper proposes a method to automatically identify and characterize parcels (AICP) with OpenStreetMap (OSM) and Points of Interest (POI) data. Parcels are the basic spatial units for…

计算机与社会 · 计算机科学 2015-03-31 Ying Long , Xingjian Liu

An important problem in the field of bioinformatics is to identify interactive effects among profiled variables for outcome prediction. In this paper, a logistic regression model with pairwise interactions among a set of binary covariates…

人工智能 · 计算机科学 2016-12-30 Easton Li Xu , Xiaoning Qian , Tie Liu , Shuguang Cui

Understanding the long-term impact that changes in a city's transportation infrastructure have on its spatial interactions remains a challenge. The difficulty arises from the fact that the real impact may not be revealed in static or…

物理与社会 · 物理学 2014-11-27 Lijun Sun , Jian Gang Jin , Kay W. Axhausen , Der-Horng Lee , Manuel Cebrian

Gravity is one of the most prominent models used across various social areas, including economics, demography, mobility, politics, and other systems where spatial interactions are relevant. The model represents a flexible approach that…

物理与社会 · 物理学 2025-04-03 Rafael Prieto-Curiel

Understanding multi-vehicle interactive behaviors with temporal sequential observations is crucial for autonomous vehicles to make appropriate decisions in an uncertain traffic environment. On-demand similarity measures are significant for…

机器学习 · 计算机科学 2020-03-13 Qin Lin , Wenshuo Wang , Yihuan Zhang , John Dolan