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We study the extent to which we can infer users' geographical locations from social media. Location inference from social media can benefit many applications, such as disaster management, targeted advertising, and news content tailoring.…

Artificial Intelligence · Computer Science 2019-05-14 Yujie Qian , Jie Tang , Zhilin Yang , Binxuan Huang , Wei Wei , Kathleen M. Carley

Camouflaging data by generating fake information is a well-known obfuscation technique for protecting data privacy. In this paper, we focus on a very sensitive and increasingly exposed type of data: location data. There are two main…

Cryptography and Security · Computer Science 2015-05-29 Vincent Bindschaedler , Reza Shokri

Consider a customer who needs to fulfill a shopping list, and also a personal shopper who is willing to buy and resell to customers the goods in their shopping lists. It is in the personal shopper's best interest to find (shopping) routes…

Databases · Computer Science 2020-09-28 Samiul Anwar , Francesco Lettich , Mario A. Nascimento

Building on topological data analysis and expert knowledge, this study introduces a Mapper-based approach to cluster agents based on their tendency to be influenced by information spread. The context of our paper is financial markets with…

Methodology · Statistics 2025-04-02 Anubha Goel , Henri Hansen , Juho Kanniainen

Predicting consumers' purchasing behaviors is critical for targeted advertisement and sales promotion in e-commerce. Human faces are an invaluable source of information for gaining insights into consumer personality and behavioral traits.…

Computer Vision and Pattern Recognition · Computer Science 2020-07-15 Zhe Liu , Xianzhi Wang , Lina Yao , Jake An , Lei Bai , Ee-Peng Lim

Finding an available on-street parking spot is a relevant problem of day-to-day life. In recent years, cities such as Melbourne and San Francisco deployed sensors that provide real-time information about the occupation of parking spots.…

Artificial Intelligence · Computer Science 2024-04-17 Niklas Strauß , Lukas Rottkamp , Sebatian Schmoll , Matthias Schubert

Machine learning and data mining techniques have been used extensively in order to detect credit card frauds. However, most studies consider credit card transactions as isolated events and not as a sequence of transactions. In this article,…

Search with local intent is becoming increasingly useful due to the popularity of the mobile device. The creation and maintenance of accurate listings of local businesses worldwide is time consuming and expensive. In this paper, we propose…

Computer Vision and Pattern Recognition · Computer Science 2016-02-03 Qian Yu , Christian Szegedy , Martin C. Stumpe , Liron Yatziv , Vinay Shet , Julian Ibarz , Sacha Arnoud

Human mobility is highly predictable. Individuals tend to only visit a few locations with high frequency, and to move among them in a certain sequence reflecting their habits and daily routine. This predictability has to be taken into…

Cryptography and Security · Computer Science 2014-09-08 George Theodorakopoulos , Reza Shokri , Carmela Troncoso , Jean-Pierre Hubaux , Jean-Yves Le Boudec

Thanks to the advancing mobile location services, people nowadays can post about places to share visiting experience on-the-go. A large place graph not only helps users explore interesting destinations, but also provides opportunities for…

Computer Vision and Pattern Recognition · Computer Science 2019-10-14 Carl Yang , Do Huy Hoang , Tomas Mikolov , Jiawei Han

To study the propagation of information from individual to individual, we need mobility datasets. Existing datasets are not satisfactory because they are too small, inaccurate or target a homogeneous subset of population. To draw valid…

Social and Information Networks · Computer Science 2022-08-04 Antoine Huchet , Jean-Loup Guillaume , Yacine Ghamri-Doudane

Establishing a new business may involve Knowledge acquisition in various areas, from personal to business and marketing sources. This task is challenging as it requires examining various data islands to uncover hidden patterns and unknown…

Machine Learning · Computer Science 2021-05-11 Mohammad Amin Edrisi

Machine learning and data mining techniques have been used extensively in order to detect credit card frauds. However, most studies consider credit card transactions as isolated events and not as a sequence of transactions. In this…

Price differentiation describes a marketing strategy to determine the price of goods on the basis of a potential customer's attributes like location, financial status, possessions, or behavior. Several cases of online price differentiation…

Cryptography and Security · Computer Science 2017-12-11 Thomas Hupperich , Dennis Tatang , Nicolai Wilkop , Thorsten Holz

Facility location problems on graphs are ubiquitous in real world and hold significant importance, yet their resolution is often impeded by NP-hardness. Recently, machine learning methods have been proposed to tackle such classical…

Machine Learning · Computer Science 2023-12-27 Wenxuan Guo , Yanyan Xu , Yaohui Jin

Growing competitiveness and increasing availability of data is generating tremendous interest in data-driven analytics across industries. In the retail sector, stores need targeted guidance to improve both the efficiency and effectiveness…

Applications · Statistics 2018-06-15 Haidar Almohri , Ratna Babu Chinnam , Mark Colosimo

We propose to view non-rigid surface registration as a probabilistic inference problem. Given a target surface, we estimate the posterior distribution of surface registrations. We demonstrate how the posterior distribution can be used to…

Computer Vision and Pattern Recognition · Computer Science 2020-07-20 Dennis Madsen , Andreas Morel-Forster , Patrick Kahr , Dana Rahbani , Thomas Vetter , Marcel Lüthi

Customer patronage behavior has been widely studied in market share modeling contexts, which is an essential step towards modeling and solving competitive facility location problems. Existing studies have conducted surveys to estimate…

Applications · Statistics 2019-02-12 Yoshihiko Suhara , Mohsen Bahrami , Burçin Bozkaya , Alex `Sandy' Pentland

Smart cities around the world have begun monitoring parking areas in order to estimate available parking spots and help drivers looking for parking. The current results are promising, indeed. However, existing approaches are limited by the…

Machine Learning · Computer Science 2019-08-13 Andrei Ionita , André Pomp , Michael Cochez , Tobias Meisen , Stefan Decker

Facility location decisions significantly impact customer behavior and consequently the resulting demand in a wide range of businesses. Furthermore, sequentially realized uncertain demand enforces strategically determining locations under…

Optimization and Control · Mathematics 2020-01-08 Beste Basciftci , Shabbir Ahmed , Siqian Shen