Social media data for environmental sustainability: A critical review of opportunities, threats, and ethical use

A Ghermandi, J Langemeyer, D Van Berkel, F Calcagni… - One Earth, 2023 - cell.com
Social media data are transforming sustainability science. However, challenges from
restrictions in data accessibility and ethical concerns regarding potential data misuse have …

Machine learning in landscape ecological analysis: a review of recent approaches

MS Stupariu, SA Cushman, AI Pleşoianu… - Landscape …, 2022 - Springer
Abstract Context Artificial Intelligence (AI) has rapidly developed over the past several
decades. Several related AI approaches, such as Machine Learning (ML), have been …

[HTML][HTML] Using social media data and machine learning to map recreational ecosystem services

C Nyelele, C Keske, MG Chung, H Guo, BN Egoh - Ecological Indicators, 2023 - Elsevier
Crowdsourced geotagged social media data and machine learning approaches have
emerged as promising tools for mapping ecosystem services, especially cultural ecosystem …

Harnessing artificial intelligence technology and social media data to support Cultural Ecosystem Service assessments

L Egarter Vigl, T Marsoner, V Giombini… - People and …, 2021 - Wiley Online Library
Abstract Cultural Ecosystem Services (CESs), such as aesthetic and recreational enjoyment,
as well as sense of place and cultural heritage, play an outstanding role in the contribution …

Mapping and assessing coastal recreation cultural ecosystem services supply, flow, and demand in Lithuania

M Inácio, E Gomes, K Bogdzevič, M Kalinauskas… - Journal of environmental …, 2022 - Elsevier
Coastal recreation as a cultural ecosystem service (CES) is key to human wellbeing.
However, anthropogenic impacts at the coast affect CES supply. Mapping and assessing …

In the AI of the beholder: A comparative analysis of computer vision-assisted characterizations of human-nature interactions in urban green spaces

A Ghermandi, Y Depietri, M Sinclair - Landscape and Urban Planning, 2022 - Elsevier
Big data from photo-sharing platforms offer unique opportunities for the study of human-
nature interactions and landscape planning. Research increasingly relies on computer …

Public participation GIS versus geolocated social media data to assess urban cultural ecosystem services: Instances of complementarity

Y Depietri, A Ghermandi, S Campisi-Pinto… - Ecosystem Services, 2021 - Elsevier
Cultural ecosystem services (CES) are important components of urban quality of life. Public
participation GIS (PPGIS) is widely used to assess and map these services. However, it is …

Valuing cultural ecosystem services combining deep learning and benefit transfer approach

F Lingua, NC Coops, VC Griess - Ecosystem Services, 2022 - Elsevier
The importance placed by policy-makers on cultural ecosystem services (CES) is on the rise
worldwide, inducing a growing interest in the development of innovative approaches for their …

Beyond land cover: How integrated remote sensing and social media data analysis facilitates assessment of cultural ecosystem services

O Karasov, S Heremans, M Külvik, A Domnich… - Ecosystem …, 2022 - Elsevier
Coupled usage of remote sensing and geotagged social media data responds to the
growing interest in the spatially explicit operationalisation of cultural ecosystem services …

Participatory mapping of cultural ecosystem services in madrid: Insights for landscape planning

V García-Díez, M García-Llorente, JA González - Land, 2020 - mdpi.com
Cultural ecosystem services are gaining increasing attention in the scientific literature,
despite the conceptual and methodological difficulties associated with their assessment. We …