A time-aware trajectory embedding model for next-location recommendation
Sign Up to like & getrecommendations! Published in 2017 at "Knowledge and Information Systems"
DOI: 10.1007/s10115-017-1107-4
Abstract: Next-location recommendation is an emerging task with the proliferation of location-based services. It is the task of recommending the next location to visit for a user, given her past check-in records. Although several principled solutions… read more here.
Keywords: time aware; location; next location; location recommendation ... See more keywords
Context-aware next location prediction using data mining and metaheuristics
Sign Up to like & getrecommendations! Published in 2021 at "Evolutionary Intelligence"
DOI: 10.1007/s12065-020-00469-7
Abstract: Due to the heavy use of smartphones and other GPS enabled devices, researchers have easy access to substantial mobility data. Many existing techniques predict the next location of the users based on their mobility traces… read more here.
Keywords: location prediction; location; next location; mobility traces ... See more keywords
Large Language Models are Zero-Shot Next Location Predictors
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2025.3565297
Abstract: Predicting the locations an individual will visit in the future is crucial for solving many societal issues like disease diffusion and pollution reduction. However, next-location predictors often require a significant amount of individual-level information that… read more here.
Keywords: large language; next location; location predictors; language ... See more keywords
Toward Interactive Next Location Prediction Driven by Large Language Models
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Computational Social Systems"
DOI: 10.1109/tcss.2024.3522965
Abstract: Individual next location prediction plays a crucial role in location-based applications, such as route navigation and service recommendation. Although the existing research based on deep learning effectively captures users' spatiotemporal travel preferences, there are challenges… read more here.
Keywords: large language; next location; location prediction; language ... See more keywords
Capturing User Preferences via Multi-Perspective Hypergraphs with Contrastive Learning for Next-Location Prediction
Sign Up to like & getrecommendations! Published in 2025 at "Applied Sciences"
DOI: 10.3390/app15147672
Abstract: With the widespread adoption of mobile devices and the increasing availability of user trajectory data, accurately predicting the next location a user will visit has become a pivotal task in location-based services. Despite recent progress,… read more here.
Keywords: next location; location; multi perspective; perspective hypergraphs ... See more keywords