Published: Jan. 1, 2024
Language: Английский
Published: Jan. 1, 2024
Language: Английский
Regional Science Policy & Practice, Journal Year: 2025, Volume and Issue: unknown, P. 100177 - 100177
Published: Jan. 1, 2025
Language: Английский
Citations
0Journal of Transport & Health, Journal Year: 2025, Volume and Issue: 42, P. 102037 - 102037
Published: March 26, 2025
Language: Английский
Citations
0Sustainable Cities and Society, Journal Year: 2024, Volume and Issue: 106, P. 105383 - 105383
Published: March 27, 2024
Language: Английский
Citations
0Sustainable Cities and Society, Journal Year: 2024, Volume and Issue: 106, P. 105388 - 105388
Published: March 28, 2024
Language: Английский
Citations
0Social Science & Medicine, Journal Year: 2024, Volume and Issue: 363, P. 117485 - 117485
Published: Nov. 12, 2024
Language: Английский
Citations
0International Journal of Digital Earth, Journal Year: 2024, Volume and Issue: 17(1)
Published: Dec. 4, 2024
Forecasting infectious respiratory diseases is crucial for effective prevention and intervention strategies. However, existing time series forecasting models that incorporate human mobility data have faced challenges in making localized predictions on a large scale across the country due to costs constraints. Using COVID-19 pandemic as case study, this research explores whether integrating social media-based place connectivity networks can improve of disease transmission at county level various regions. Place networks, derived from Twitter users tweets, based Facebook interactions, were used map spatial linkages between locations. These integrated into weekly incidence 2,927 U.S. counties using Long Short-Term Memory (LSTM) models. The combined connectivity-weighted model significantly enhanced prediction accuracy, reducing Mean Absolute Percentage Error (MAPE) by 49.38% 96.62% counties, with greatest improvements observed urban Northeastern counties. results demonstrate combining enhances offering scalable sustainable solution diverse geographic areas publicly accessible media data.
Language: Английский
Citations
0Published: Jan. 1, 2024
Language: Английский
Citations
0