Repositori institucional URV
| URV's Author/s: | Martínez Ballesté, Antoni |
| Author, as appears in the article.: | Al-Molegi, Abdulrahman; Alsmadi, Izzat; Martinez-Balleste, Antoni; |
| Author's mail: | antoni.martinez@urv.cat |
| Author identifier: | 0000-0002-1787-7410 |
| Journal publication year: | 2018 |
| Publication Type: | Journal Publications |
| APA: | Al-Molegi, Abdulrahman; Alsmadi, Izzat; Martinez-Balleste, Antoni; (2018). Regions-of-interest discovering and predicting in smartphone environments. Pervasive And Mobile Computing, 47(), 31-53. DOI: 10.1016/j.pmcj.2018.05.001 |
| Papper original source: | Pervasive And Mobile Computing. 47 31-53 |
| Abstract: | Abstract Location-Based Services (LBSs) provide users especially in smartphones with information and services based on their location and interests. Predicting people’s next location could help in improving the quality of such services and, in turn, boosting people’s confidence on those services. Any successful LBS algorithm or model should target three major goals: Location prediction accuracy, high throughput or fast response and efficiency in terms of utilizing smartphone resources. This paper proposes a new approach to discover and predict people’s next location based on their mobility patterns, while being computationally efficient. The approach starts by discovering Regions-of-Interest (RoIs) in people’s historical trajectories (which denote the locations where users have been previously, frequently). A new model based on Markov Chain (MC) is proposed to overcome the drawback of classical MC. Our … |
| Article's DOI: | 10.1016/j.pmcj.2018.05.001 |
| Link to the original source: | https://www.sciencedirect.com/science/article/abs/pii/S1574119217303632?via%3Dihub |
| Papper version: | info:eu-repo/semantics/acceptedVersion |
| licence for use: | https://creativecommons.org/licenses/by/3.0/es/ |
| Department: | Enginyeria Informàtica i Matemàtiques |
| Licence document URL: | https://repositori.urv.cat/ca/proteccio-de-dades/ |
| Thematic Areas: | Telecommunications Software Information systems Hardware and architecture Computer science, information systems Computer science applications Computer science (miscellaneous) Computer networks and communications Ciência da computação Applied mathematics |
| Keywords: | Regions-of-interest discovering People movement Markov chain Location-based services Location prediction |
| Entity: | Universitat Rovira i Virgili |
| Record's date: | 2024-08-31 |
| Search your record at: |   |
| File | Description | Format | |
|---|---|---|---|
| DocumentPrincipal | DocumentPrincipal | application/pdf |
© 2011 Universitat Rovira i Virgili