Hidden location prediction using check-in patterns in location-based social networks
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DOI: 10.1007/s10115-018-1170-5
Abstract: Check-in facility in a location-based social network (LBSN) enables people to share location information as well as real-life activities. Analysing these historical series of check-ins to predict the future locations to be visited has been… read more here.
Keywords: location; check; location based; based social ... See more keywords
Context-aware next location prediction using data mining and metaheuristics
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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
Next location prediction using heterogeneous graph-based fusion network with physical and social awareness
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DOI: 10.1080/13658816.2024.2375725
Abstract: Abstract Location prediction based on social media information is highly valuable in human mobility research and has multiple real-life applications. However, existing research methods often ignore social influences, largely ignoring implicit information regarding interactions between… read more here.
Keywords: heterogeneous graph; location prediction; social awareness; physical social ... See more keywords
Location Prediction Model Based on the Internet of Vehicles for Assistance to Medical Vehicles
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DOI: 10.1109/access.2019.2957785
Abstract: Along with the Internet of Vehicles, some intelligent systems can help the medical vehicles transport medical supplies and patients. In terms of emergency issues like catastrophic natural disasters or serious accidents, safe and timely transportation… read more here.
Keywords: assistance medical; road; location prediction; prediction ... See more keywords
Companion Mobility to Assist in Future Human Location Prediction
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DOI: 10.1109/access.2022.3186319
Abstract: Location prediction plays an important role in modeling human mobility. Existing studies focused on developing a prediction model which is based solely on the past mobility of only the person of interest (POI), rather than… read more here.
Keywords: person; location prediction; future locations; mobility ... See more keywords
Toward Interactive Next Location Prediction Driven by Large Language Models
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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
TCSA-Net: A Temporal-Context-Based Self-Attention Network for Next Location Prediction
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2022.3181339
Abstract: Next location prediction aims to find the location that the user will visit next. It plays a fundamental role for location-based applications. However, the heterogeneity and sparsity of the trajectory data pose great challenges to… read more here.
Keywords: location prediction; tcsa net; self attention; location ... See more keywords