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We consider the classic Facility Location problem on planar graphs (non-uniform, uncapacitated). Given an edge-weighted planar graph $G$, a set of clients $C\subseteq V(G)$, a set of facilities $F\subseteq V(G)$, and opening costs…

数据结构与算法 · 计算机科学 2019-04-25 Vincent Cohen-Addad , Marcin Pilipczuk , Michał Pilipczuk

The Olympic Games are an important sporting event with notable consequences for the general economic landscape of the host city. Traditional economic assessments focus on the aggregated impact of the event on the national income, but fail…

社会与信息网络 · 计算机科学 2014-04-01 Petko Georgiev , Anastasios Noulas , Cecilia Mascolo

We consider the problem of designing an overlay network and routing mechanism that permits finding resources efficiently in a peer-to-peer system. We argue that many existing approaches to this problem can be modeled as the construction of…

数据结构与算法 · 计算机科学 2007-05-23 James Aspnes , Zoe Diamadi , Gauri Shah

This paper reports on a data-driven, interaction-aware motion prediction approach for pedestrians in environments cluttered with static obstacles. When navigating in such workspaces shared with humans, robots need accurate motion…

机器人学 · 计算机科学 2018-02-27 Mark Pfeiffer , Giuseppe Paolo , Hannes Sommer , Juan Nieto , Roland Siegwart , Cesar Cadena

Traffic forecasting models rely on data that needs to be sensed, processed, and stored. This requires the deployment and maintenance of traffic sensing infrastructure, often leading to unaffordable monetary costs. The lack of sensed…

机器学习 · 计算机科学 2022-10-20 Eric L. Manibardo , Ibai Laña , Esther Villar , Javier Del Ser

A particular phenomenon of interest in Retail Economics is the spillover effect of anchor stores (specific stores with a reputable brand) to non-anchor stores in terms of customer traffic. Prior works in this area rely on small and…

社会与信息网络 · 计算机科学 2022-10-26 Anish K. Vallapuram , Young D. Kwon , Lik-Hang Lee , Fengli Xu , Pan Hui

We present a method based on graph neural network (GNN) for prediction of probabilities of usage of shopping-mall corridors. The heterogeneous graph network of shops and corridor paths are obtained from floorplans of the malls by creating…

机器学习 · 计算机科学 2025-04-11 Malik M Barakathullah , Immanuel Koh

Event logs reflect the behavior of business processes that are mapped in organizational information systems. Predictive process monitoring (PPM) transforms these data into value by creating process-related predictions that provide the…

机器学习 · 计算机科学 2025-10-01 Sven Weinzierl , Sandra Zilker , Annina Liessmann , Martin Käppel , Weixin Wang , Martin Matzner

To better understand the process by which humans make navigation decisions when tasked with multiple stopovers, we analyze motion data captured from shoppers in a grocery store. We discover several trends in the data that are consistent…

物理与社会 · 物理学 2021-02-02 Nicholas Sohre , Alisdair O. G. Wallis , Stephen J. Guy

In retailing, it is important to understand customer behavior and determine customer value. A useful tool to achieve such goals is the cluster analysis of transaction data. Typically, a customer segmentation is based on the recency,…

应用统计 · 统计学 2021-12-17 Ondřej Sokol , Vladimír Holý

Protecting location privacy in mobile services has recently received significant consideration as Location-Based Service (LBS) can reveal user locations to attackers. A problem in the existing cloaking schemes is that location…

密码学与安全 · 计算机科学 2017-09-13 Hiep H. Nguyen

In applications like environment monitoring and pollution control, physical quantities are modeled by spatio-temporal fields. It is of interest to learn the statistical distribution of such fields as a function of space, time or both. In…

统计理论 · 数学 2023-11-07 Meera Pai

Statistical matching is a technique for integrating two or more data sets when information available for matching records for individual participants across data sets is incomplete. Statistical matching can be viewed as a missing data…

统计方法学 · 统计学 2015-10-14 Jae-kwang Kim , Emily Berg , Taesung Park

Fingerprint-based indoor localization methods are promising due to the high availability of deployed access points and compatibility with commercial-off-the-shelf user devices. However, to train regression models for localization, an…

机器人学 · 计算机科学 2018-11-28 Yongyong Wei , Cristian Frincu , Rong Zheng

Federated Learning enables collaborative training of a global model across multiple geographically dispersed clients without the need for data sharing. However, it is susceptible to inference attacks, particularly label inference attacks.…

机器学习 · 计算机科学 2025-05-01 Zhixuan Ma , Haichang Gao , Junxiang Huang , Ping Wang

We consider a feature-based personalized pricing problem in which the buyer is strategic: given the seller's pricing policy, the buyer can augment the features that they reveal to the seller to obtain a low price for the product. We model…

最优化与控制 · 数学 2024-08-19 Zhi Chen , Bradley Sturt , Weijun Xie

We study a competitive facility location problem, where customer behavior is modeled and predicted using a discrete choice random utility model. The goal is to strategically place new facilities to maximize the overall captured customer…

最优化与控制 · 数学 2024-12-24 Cuong Le , Tien Mai , Ngan Ha Duong , Minh Hoang Ha

The study of approximate mechanism design for facility location problems has been in the center of research at the intersection of artificial intelligence and economics for the last decades, largely due to its practical importance in…

计算机科学与博弈论 · 计算机科学 2021-06-10 Hau Chan , Aris Filos-Ratsikas , Bo Li , Minming Li , Chenhao Wang

Money flow models are essential tools to understand different economical phenomena, like saving propensities and wealth distributions. In spite of their importance, most of them are based on synthetic transaction networks with simple…

综合金融 · 定量金融 2016-08-03 Massimiliano Zanin , David Papo , Miguel Romance , Regino Criado , Santiago Moral

We address the problem of distributed cooperative localization in wireless networks, i.e. nodes without prior position knowledge (agents) wish to determine their own positions. In non-cooperative approaches, positioning is only based on…

信号处理 · 电气工程与系统科学 2018-02-09 Rico Mendrzik , Gerhard Bauch
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