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This research is aimed to solve the tweet/user geolocation prediction task and provide a flexible methodology for the geotagging of textual big data. The suggested approach implements neural networks for natural language processing (NLP) to…

计算与语言 · 计算机科学 2025-01-13 Kateryna Lutsai , Christoph H. Lampert

Social Internet content plays an increasingly critical role in many domains, including public health, disaster management, and politics. However, its utility is limited by missing geographic information; for example, fewer than 1.6% of…

社会与信息网络 · 计算机科学 2013-11-19 Reid Priedhorsky , Aron Culotta , Sara Y. Del Valle

The socioeconomic status of people depends on a combination of individual characteristics and environmental variables, thus its inference from online behavioral data is a difficult task. Attributes like user semantics in communication,…

社会与信息网络 · 计算机科学 2019-01-17 Jacobo Levy Abitbol , Márton Karsai , Eric Fleury

Understanding human mobility is crucial for a broad range of applications from disease prediction to communication networks. Most efforts on studying human mobility have so far used private and low resolution data, such as call data…

物理与社会 · 物理学 2015-12-10 Raja Jurdak , Kun Zhao , Jiajun Liu , Maurice AbouJaoude , Mark Cameron , David Newth

Estimation of people's home locations using location-based services data from smartphones is a common task in human mobility assessment. However, commonly used home detection algorithms (HDAs) are often arbitrary and unexamined. In this…

计算机与社会 · 计算机科学 2024-01-15 Rajat Verma , Shagun Mittal , Zengxiang Lei , Xiaowei Chen , Satish V. Ukkusuri

Twitter is an extremely popular social networking platform. Most Twitter users do not disclose their locations due to privacy concerns. Although inferring the location of an individual Twitter user has been extensively studied, it is still…

社会与信息网络 · 计算机科学 2016-11-18 Jinxue Zhang , Jingchao Sun , Rui Zhang , Yanchao Zhang

With the advance of the Internet, ordinary users have created multiple personal accounts on online social networks, and interactions among these social network users have recently been tagged with location information. In this work, we…

社会与信息网络 · 计算机科学 2013-12-25 William Lucia , Cuneyt Gurcan Akcora , Elena Ferrari

Location-sharing services were built upon people's desire to share their activities and locations with others. By "checking-in" to a place, such as a restaurant, a park, gym, or train station, people disclose where they are, thereby…

计算机与社会 · 计算机科学 2015-07-29 Luciano Gallegos , Kristina Lerman , Arthur Huang , David Garcia

In this paper, we demonstrate the possibility of predicting people's hometowns by using their geotagged photos posted on Flickr website. We employ Kruskal's algorithm to cluster photos taken by a user and predict the user's hometown. Our…

社会与信息网络 · 计算机科学 2012-02-17 Kazem Jahanbakhsh , Valerie King , Gholamali C. Shoja

In current study, a mechanism to extract traffic related information such as congestion and incidents from textual data from the internet is proposed. The current source of data is Twitter. As the data being considered is extremely large in…

计算与语言 · 计算机科学 2018-01-20 Chandra Khatri

Background: Studies examining how sentiment on social media varies depending on timing and location appear to produce inconsistent results, making it hard to design systems that use sentiment to detect localized events for public health…

社会与信息网络 · 计算机科学 2019-05-16 Zubair Shah , Paige Martin , Enrico Coiera , Kenneth D. Mandl , Adam G. Dunn

In many instances one may want to gain situational awareness in an environment by monitoring the content of local social media users. Often the challenge is how to build a set of users from a target location. Here we introduce a method for…

社会与信息网络 · 计算机科学 2017-11-07 Christopher Marks , Tauhid Zaman

Modelling and forecasting real-life human behaviour using online social media is an active endeavour of interest in politics, government, academia, and industry. Since its creation in 2006, Twitter has been proposed as a potential…

社会与信息网络 · 计算机科学 2023-08-15 Alejandro Vigna-Gómez , Javier Murillo , Manelik Ramirez , Alberto Borbolla , Ian Márquez , Prasun K. Ray

Opinion prediction on Twitter is challenging due to the transient nature of tweet content and neighbourhood context. In this paper, we model users' tweet posting behaviour as a temporal point process to jointly predict the posting time and…

社会与信息网络 · 计算机科学 2020-05-28 Lixing Zhu , Yulan He , Deyu Zhou

"Social sensing" is a form of crowd-sourcing that involves systematic analysis of digital communications to detect real-world events. Here we consider the use of social sensing for observing natural hazards. In particular, we present a case…

人机交互 · 计算机科学 2018-07-04 Rudy Arthur , Chris A. Boulton , Humphrey Shotton , Hywel T. P. Williams

Twitter as a new form of social media potentially contains useful information that opens new opportunities for content analysis on tweets. This paper examines the predictive power of Twitter regarding the US presidential election of 2012.…

社会与信息网络 · 计算机科学 2014-07-03 Kazem Jahanbakhsh , Yumi Moon

Twitter is a useful resource to analyze peoples' opinions on various topics. Often these topics are correlated or associated with locations from where these Tweet posts are made. For example, restaurant owners may need to know where their…

机器学习 · 计算机科学 2021-06-28 Florina Dutt , Subhajit Das

Nowadays, people from all around the world use social media sites to share information. Twitter for example is a platform in which users send, read posts known as tweets and interact with different communities. Users share their daily…

计算与语言 · 计算机科学 2020-07-14 Antony Samuels , John Mcgonical

Determining the geographic focus of digital media is an essential first step for modern geographic information retrieval. However, publicly-visible location annotations are remarkably sparse in online data. In this work, we demonstrate a…

社会与信息网络 · 计算机科学 2014-06-11 Ryan Compton , Matthew S. Keegan , Jiejun Xu

We propose an end-to-end neural network to predict the geolocation of a tweet. The network takes as input a number of raw Twitter metadata such as the tweet message and associated user account information. Our model is language independent,…

计算与语言 · 计算机科学 2017-10-16 Jey Han Lau , Lianhua Chi , Khoi-Nguyen Tran , Trevor Cohn