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The use of social media (SM) data has emerged as a promising tool for the assessment of cultural ecosystem services (CES). Most studies have focused on the use of single SM platforms and on the analysis of photo content to assess the demand…

Social and Information Networks · Computer Science 2020-09-15 Ana Ruiz-Frau , Andres Ospina-Alvarez , Sebastián Villasante , Pablo Pita , Isidro Maya-Jariego , Silvia de Juan Mohan

Interactions between people and ecological systems, through leisure or tourism activities, form a complex socio-ecological spatial network. The analysis of the benefits people derive from their interactions with nature -- also referred to…

Understanding human-nature interactions and the architecture of coupled human-nature systems is crucial for sustainable development. Cultural ecosystem services (CES), defined as intangible benefits derived from nature exposure, contribute…

Social and Information Networks · Computer Science 2023-07-19 Anne Cathrine Linder , David Lusseau

Online socio-technical systems can be studied as proxy of the real world to investigate human behavior and social interactions at scale. Here we focus on Instagram, a media-sharing online platform whose popularity has been rising up to…

Social and Information Networks · Computer Science 2017-03-07 Emilio Ferrara , Roberto Interdonato , Andrea Tagarelli

In recent years we have witnessed an explosion of data collected for different human dynamics, from email communication to social networks activities. Extract useful information from these huge data sets represents a major challenge. In the…

Physics and Society · Physics 2019-12-09 Anna Tovo , Samuele Stivanello , Amos Maritan , Samir Suweis , Stefano Favaro , Marco Formentin

Modern society habitually uses online social media services to publicly share observations, thoughts, opinions, and beliefs at any time and from any location. These geotagged social media posts may provide aggregate insights into people's…

Social and Information Networks · Computer Science 2014-11-25 Derek Doran , Swapna Gokhale , Aldo Dagnino

Although conceptualization has been widely studied in semantics and knowledge representation, it is still challenging to find the most accurate concept phrases to characterize the main idea of a text snippet on the fast-growing social…

Machine Learning · Computer Science 2022-06-17 Jiuding Yang , Weidong Guo , Bang Liu , Yakun Yu , Chaoyue Wang , Jinwen Luo , Linglong Kong , Di Niu , Zhen Wen

Several projects have shown the feasibility to use textual social media data to track public health concerns, such as temporal influenza patterns or geographical obesity patterns. In this paper, we look at whether geo-tagged images from…

Social and Information Networks · Computer Science 2017-03-27 Kiran Garimella , Abdulrahman Alfayad , Ingmar Weber

Hashtags in online social networks have gained tremendous popularity during the past five years. The resulting large quantity of data has provided a new lens into modern society. Previously, researchers mainly rely on data collected from…

Social and Information Networks · Computer Science 2019-05-14 Yang Zhang

Foundation models (e.g. ChatGPT, StableDiffusion) pervasively influence society, warranting immediate social attention. While the models themselves garner much attention, to accurately characterize their impact, we must consider the broader…

Machine Learning · Computer Science 2024-07-19 Rishi Bommasani , Dilara Soylu , Thomas I. Liao , Kathleen A. Creel , Percy Liang

Graphs are widely used in various fields of computer science. They have also found application in unrelated areas, leading to a diverse range of problems. These problems can be modeled as relationships between entities in various contexts,…

Data Structures and Algorithms · Computer Science 2024-05-20 Davide Rucci

Citizens are actively interacting with their surroundings, especially through social media. Not only do shared posts give important information about what is happening (from the users' perspective), but also the metadata linked to these…

Social and Information Networks · Computer Science 2023-12-19 Héctor Cerezo-Costas , Ana Fernández Vilas , Manuela Martín-Vicente , Rebeca P. Díaz-Redondo

Social media images provide valuable insights for modeling, mapping, and understanding human interactions with natural and cultural heritage. However, categorizing these images into semantically meaningful groups remains highly complex due…

Computer Vision and Pattern Recognition · Computer Science 2025-05-21 Rohaifa Khaldi , Domingo Alcaraz-Segura , Ignacio Sánchez-Herrera , Javier Martinez-Lopez , Carlos Javier Navarro , Siham Tabik

Social Networks represent one of the most important online sources to share content across a world-scale audience. In this context, predicting whether a post will have any impact in terms of engagement is of crucial importance to drive the…

Social and Information Networks · Computer Science 2023-06-21 Marco Arazzi , Marco Cotogni , Antonino Nocera , Luca Virgili

Social media provide a wealth of information for research into public health by providing a rich mix of personal data, location, hashtags, and social network information. Among these, Instagram has been recently the subject of many…

Computers and Society · Computer Science 2016-03-16 Jaclyn Rich , Hamed Haddadi , Timothy M. Hospedales

Modern sociology has profoundly uncovered many convincing social criteria for behavioural analysis. Unfortunately, many of them are too subjective to be measured and presented in online social networks. On the other hand, data mining…

Social and Information Networks · Computer Science 2023-01-09 Xiangguo Sun , Hong Cheng , Bo Liu , Jia Li , Hongyang Chen , Guandong Xu , Hongzhi Yin

User-generated content is shaping the dynamics of the World Wide Web. Indeed, an increasingly large number of systems provide mechanisms to support the growing demand for content creation, sharing, and management. Tagging systems are a…

Information Retrieval · Computer Science 2013-01-29 Elizeu Santos-Neto , David Condon , Nazareno Andrade , Adriana Iamnitchi , Matei Ripeanu

Geotagged data can be used to describe regions in the world and discover local themes. However, not all data produced within a region is necessarily specifically descriptive of that area. To surface the content that is characteristic for a…

Machine Learning · Statistics 2015-03-13 Mohamed Kafsi , Henriette Cramer , Bart Thomee , David A. Shamma

The past few years have witnessed the great success of a new family of paradigms, so-called folksonomy, which allows users to freely associate tags to resources and efficiently manage them. In order to uncover the underlying structures and…

Physics and Society · Physics 2015-05-18 Zi-Ke Zhang , Chuang Liu

Social media has gained an immense popularity over the last decade. People tend to express opinions about their daily encounters on social media freely. These daily encounters include the places they traveled, hotels or restaurants they…

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