Matches in SemOpenAlex for { <https://semopenalex.org/work/W2913299542> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W2913299542 abstract "User mobility prediction is widely considered to be helpful for various sorts of location based services on mobile devices. A large amount of studies have explored different algorithms to predict where a user will visit in the future based on their current and historical contexts and trajectories. Most of them focus on specific targets of predictions, such as the next venue a user checks in or the destination of her next trip, which usually depend on what their task is and what is available in their data. While successful stories are often reported, little discussion can be found on what happens if the prediction targets vary: whether coarser locations are easier to be predicted than finer locations, and whether predicting the immediate next location on the trajectory is easier than predicting the destination. On the other hand, commonly used in these prediction tasks, few have utilized finer grained, on-device user behavioral data, which are supposed to be indicative of user intentions. In this paper, we conduct a systematic study on the problem of mobility prediction using a fine-grained real-world dataset. Based on a Markov model, a recurrent neural network, and a multi-modal learning method, we perform a series of experiments to investigate the predictability of different types of granularities of prediction targets and the effectiveness of different types of signals. The results provide many insights on what can be predicted and how, which sheds light on real-world mobility prediction in general." @default.
- W2913299542 created "2019-02-21" @default.
- W2913299542 creator A5052532540 @default.
- W2913299542 date "2019-01-29" @default.
- W2913299542 modified "2023-09-23" @default.
- W2913299542 title "A Systematic Analysis of Fine-Grained Human Mobility Prediction with On-Device Contextual Data" @default.
- W2913299542 cites W1460719001 @default.
- W2913299542 cites W1546409232 @default.
- W2913299542 cites W1930624869 @default.
- W2913299542 cites W1964461063 @default.
- W2913299542 cites W1972243012 @default.
- W2913299542 cites W1977555135 @default.
- W2913299542 cites W2062231365 @default.
- W2913299542 cites W2077451659 @default.
- W2913299542 cites W2110953678 @default.
- W2913299542 cites W2121161839 @default.
- W2913299542 cites W2144685566 @default.
- W2913299542 cites W2155214936 @default.
- W2913299542 cites W2236109908 @default.
- W2913299542 cites W2287191753 @default.
- W2913299542 cites W2408569144 @default.
- W2913299542 cites W2460852158 @default.
- W2913299542 cites W2499609862 @default.
- W2913299542 cites W2535301535 @default.
- W2913299542 cites W2539781657 @default.
- W2913299542 cites W2552968460 @default.
- W2913299542 cites W2568474869 @default.
- W2913299542 cites W2603341501 @default.
- W2913299542 cites W2753595129 @default.
- W2913299542 cites W2767923185 @default.
- W2913299542 cites W2788114581 @default.
- W2913299542 hasPublicationYear "2019" @default.
- W2913299542 type Work @default.
- W2913299542 sameAs 2913299542 @default.
- W2913299542 citedByCount "0" @default.
- W2913299542 crossrefType "posted-content" @default.
- W2913299542 hasAuthorship W2913299542A5052532540 @default.
- W2913299542 hasConcept C105795698 @default.
- W2913299542 hasConcept C119857082 @default.
- W2913299542 hasConcept C120665830 @default.
- W2913299542 hasConcept C121332964 @default.
- W2913299542 hasConcept C124101348 @default.
- W2913299542 hasConcept C1276947 @default.
- W2913299542 hasConcept C13662910 @default.
- W2913299542 hasConcept C154945302 @default.
- W2913299542 hasConcept C162324750 @default.
- W2913299542 hasConcept C187736073 @default.
- W2913299542 hasConcept C192209626 @default.
- W2913299542 hasConcept C197640229 @default.
- W2913299542 hasConcept C23224414 @default.
- W2913299542 hasConcept C2778068325 @default.
- W2913299542 hasConcept C2780451532 @default.
- W2913299542 hasConcept C33923547 @default.
- W2913299542 hasConcept C41008148 @default.
- W2913299542 hasConcept C45804977 @default.
- W2913299542 hasConcept C62520636 @default.
- W2913299542 hasConceptScore W2913299542C105795698 @default.
- W2913299542 hasConceptScore W2913299542C119857082 @default.
- W2913299542 hasConceptScore W2913299542C120665830 @default.
- W2913299542 hasConceptScore W2913299542C121332964 @default.
- W2913299542 hasConceptScore W2913299542C124101348 @default.
- W2913299542 hasConceptScore W2913299542C1276947 @default.
- W2913299542 hasConceptScore W2913299542C13662910 @default.
- W2913299542 hasConceptScore W2913299542C154945302 @default.
- W2913299542 hasConceptScore W2913299542C162324750 @default.
- W2913299542 hasConceptScore W2913299542C187736073 @default.
- W2913299542 hasConceptScore W2913299542C192209626 @default.
- W2913299542 hasConceptScore W2913299542C197640229 @default.
- W2913299542 hasConceptScore W2913299542C23224414 @default.
- W2913299542 hasConceptScore W2913299542C2778068325 @default.
- W2913299542 hasConceptScore W2913299542C2780451532 @default.
- W2913299542 hasConceptScore W2913299542C33923547 @default.
- W2913299542 hasConceptScore W2913299542C41008148 @default.
- W2913299542 hasConceptScore W2913299542C45804977 @default.
- W2913299542 hasConceptScore W2913299542C62520636 @default.
- W2913299542 hasOpenAccess W2913299542 @default.
- W2913299542 hasRelatedWork W1972243012 @default.
- W2913299542 hasRelatedWork W2121161839 @default.
- W2913299542 hasRelatedWork W2240471007 @default.
- W2913299542 hasRelatedWork W2276154830 @default.
- W2913299542 hasRelatedWork W2497586513 @default.
- W2913299542 hasRelatedWork W2503421684 @default.
- W2913299542 hasRelatedWork W2529786732 @default.
- W2913299542 hasRelatedWork W2785923894 @default.
- W2913299542 hasRelatedWork W2794417171 @default.
- W2913299542 hasRelatedWork W2895881388 @default.
- W2913299542 hasRelatedWork W2905354607 @default.
- W2913299542 hasRelatedWork W3093999916 @default.
- W2913299542 hasRelatedWork W3129749388 @default.
- W2913299542 hasRelatedWork W3158117902 @default.
- W2913299542 hasRelatedWork W3198795921 @default.
- W2913299542 hasRelatedWork W3204343133 @default.
- W2913299542 hasRelatedWork W3205894480 @default.
- W2913299542 hasRelatedWork W3212288747 @default.
- W2913299542 hasRelatedWork W66477288 @default.
- W2913299542 hasRelatedWork W2094173631 @default.
- W2913299542 isParatext "false" @default.
- W2913299542 isRetracted "false" @default.
- W2913299542 magId "2913299542" @default.
- W2913299542 workType "article" @default.