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Efficient Similarity Search Based on Semantic Trajectories in Road Networks
- Source :
- Wuhan University Journal of Natural Sciences. 23:347-354
- Publication Year :
- 2018
- Publisher :
- Springer Science and Business Media LLC, 2018.
-
Abstract
- In recent years, a few researches focus on the similarity measure of semantic trajectories in road networks, since semantic trajectories in road networks have smaller volumes, higher qualities and can better reflect user behaviors. However, these works do not further discuss how to efficiently search similar trajectories. Thus, to implement an efficient similarity search, we design an index called SIET based on the structures of road networks. Then, we propose a novel algorithm called SSN-BF to search similar trajectories efficiently by using best-first strategy. At last, we take the experimental evaluations on real dataset and prove the efficiency of our algorithm.
- Subjects :
- Multidisciplinary
Computer science
Nearest neighbor search
02 engineering and technology
Similarity measure
computer.software_genre
Index (publishing)
020204 information systems
Road networks
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Data mining
Focus (optics)
computer
Subjects
Details
- ISSN :
- 19934998 and 10071202
- Volume :
- 23
- Database :
- OpenAIRE
- Journal :
- Wuhan University Journal of Natural Sciences
- Accession number :
- edsair.doi...........79bccc1e6b087f3ec185d7898016c170
- Full Text :
- https://doi.org/10.1007/s11859-018-1333-y