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In the context of Smart City, the dynamic of the presence of people can be analysed using high-dimensional spatio-temporal mobile phone data. In order to find regularities and detect anomalies in the daily profiles, we propose an approach…

应用统计 · 统计学 2019-07-12 Rodolfo Metulini , Maurizio Carpita

Urban socioeconomic modeling has predominantly concentrated on extensive location and neighborhood-based features, relying on the localized population footprint. However, networks in urban systems are common, and many urban modeling methods…

机器学习 · 计算机科学 2025-07-08 Devashish Khulbe , Alexander Belyi , Stanislav Sobolevsky

Urban population grows constantly. By 2050 two thirds of the world population will reside in urban areas. This growth is faster and more complex than the ability of cities to measure and plan for their sustainability. To understand what…

计算机与社会 · 计算机科学 2020-02-27 Eduardo Graells-Garrido , Irene Meta , Feliu Serra-Burriel , Patricio Reyes , Fernando M. Cucchietti

Location-based social media make it possible to understand social and geographic aspects of human activities. However, previous studies have mostly examined these two aspects separately without looking at how they are linked. The study aims…

适应与自组织系统 · 物理学 2020-09-04 Ding Ma , Mats Sandberg , Bin Jiang

Dynamic network embedding methods transform nodes in a dynamic network into low-dimensional vectors while preserving network characteristics, facilitating tasks such as node classification and community detection. Several embedding methods…

社会与信息网络 · 计算机科学 2025-03-27 Suchanuch Piriyasatit , Chaohao Yuan , Ercan Engin Kuruoglu

The enormous amount of recently available mobile phone data is providing unprecedented direct measurements of human behavior. Early recognition and prediction of behavioral patterns are of great importance in many societal applications like…

社会与信息网络 · 计算机科学 2015-10-13 Zolzaya Dashdorj , Stanislav Sobolevsky

The study of networks derived from infrastructure systems has received considerable attention, yet the accessibility of such systems, particularly within public transit networks, remains comparatively underexplored. Accessibility…

社会与信息网络 · 计算机科学 2025-12-04 Katherine Betz

Network embedding aims to represent each node in a network as a low-dimensional feature vector that summarizes the given node's (extended) network neighborhood. The nodes' feature vectors can then be used in various downstream machine…

社会与信息网络 · 计算机科学 2018-05-22 Shawn Gu , Tijana Milenkovic

Heterogeneous information network (HIN) has been widely used to characterize entities of various types and their complex relations. Recent attempts either rely on explicit path reachability to leverage path-based semantic relatedness or…

信息检索 · 计算机科学 2021-07-02 Jiarui Jin , Kounianhua Du , Weinan Zhang , Jiarui Qin , Yuchen Fang , Yong Yu , Zheng Zhang , Alexander J. Smola

The aim of this paper is to rigorously study dynamics of Heterogeneously Coupled Maps (HCM). Such systems are determined by a network with heterogeneous degrees. Some nodes, called hubs, are very well connected while most nodes interact…

动力系统 · 数学 2017-12-20 Tiago Pereira , Sebastian van Strien , Matteo Tanzi

The structure of road networks impacts various urban dynamics, from traffic congestion to environmental sustainability and access to essential services. Recent studies reveal that most roads are underutilized, faster alternative routes are…

物理与社会 · 物理学 2025-10-06 Giuliano Cornacchia , Luca Pappalardo , Mirco Nanni , Dino Pedreschi , Marta C. González

The emergence of location-based social networks provides an unprecedented chance to study the interaction between human mobility and social relations. This work is a step towards quantifying whether a location is suitable for conducting…

社会与信息网络 · 计算机科学 2017-09-05 Jun Pang , Yang Zhang

In this article we identify social communities among gang members in the Hollenbeck policing district in Los Angeles, based on sparse observations of a combination of social interactions and geographic locations of the individuals. This…

Community and cluster detection is a popular field of social network analysis. Most algorithms focus on static graphs or series of snapshots. In this paper we present an algorithm, which detects communities in dynamic graphs. The method is…

社会与信息网络 · 计算机科学 2016-01-26 Pascal Held , Rudolf Kruse

We selected 48 European cities and gathered their public transport timetables in the GTFS format. We utilized Uber's H3 spatial index to divide each city into hexagonal micro-regions. Based on the timetables data we created certain features…

机器学习 · 计算机科学 2021-11-04 Piotr Gramacki , Szymon Woźniak , Piotr Szymański

Detecting communities or the modular structure of real-life networks (e.g. a social network or a product purchase network) is an important task because the way a network functions is often determined by its communities. Traditional…

社会与信息网络 · 计算机科学 2020-06-30 Swarup Chattopadhyay , Debasis Ganguly

Dynamic Networks are a popular way of modeling and studying the behavior of evolving systems. However, their analysis constitutes a relatively recent subfield of Network Science, and the number of available tools is consequently much…

社会与信息网络 · 计算机科学 2017-05-08 Günce Keziban Orman , Vincent Labatut , Ahmet Teoman Naskali

In this paper we aim to determine the location and orientation of a ground-level query image by matching to a reference database of overhead (e.g. satellite) images. For this task we collect a new dataset with one million pairs of street…

计算机视觉与模式识别 · 计算机科学 2017-03-24 Nam Vo , James Hays

While existing social networking services tend to connect people who know each other, people show a desire to also connect to yet unknown people in physical proximity. Existing research shows that people tend to connect to similar people.…

社会与信息网络 · 计算机科学 2019-06-10 Felix Beierle

Researchers face the trade-off between publishing mobility data along with their papers while simultaneously protecting the privacy of the individuals. In addition to the fundamental anonymization process, other techniques, such as spatial…

社会与信息网络 · 计算机科学 2024-07-26 Gergő Pintér