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dc.contributor.author | Ye, Ning![]() |
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dc.contributor.author | Wang, Zhong-qin![]() |
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dc.contributor.author | Malekian, Reza![]() |
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dc.contributor.author | Lin, Qiao-min![]() |
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dc.contributor.author | Wang, Ru-chuan![]() |
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dc.date.accessioned | 2015-12-02T08:44:47Z | |
dc.date.available | 2015-12-02T08:44:47Z | |
dc.date.issued | 2015 | |
dc.description.abstract | We present a driving route prediction method that is based on HiddenMarkovModel (HMM). Thismethod can accurately predict a vehicle’s entire route as early in a trip’s lifetime as possible without inputting origins and destinations beforehand. Firstly, we propose the route recommendation system architecture, where route predictions play important role in the system. Secondly, we define a road network model, normalize each of driving routes in the rectangular coordinate system, and build the HMM to make preparation for route predictions using a method of training set extension based on K-means++ and the add-one (Laplace) smoothing technique. Thirdly, we present the route prediction algorithm. Finally, the experimental results of the effectiveness of the route predictions that is based on HMM are shown. | en_ZA |
dc.description.librarian | am2015 | en_ZA |
dc.description.sponsorship | National Natural Science Foundation of China (nos. 61170065 and 61003039), Peak of Six Major Talent in Jiangsu Province (no. 2010DZXX026), China Postdoctoral Science Foundation (no. 2014M560440), Jiangsu Planned Projects for Postdoctoral Research Funds (no. 1302055C), and Science & Technology Innovation Fund for higher education institutions of Jiangsu Province (no. CXZZ11-0405). | en_ZA |
dc.description.uri | http://www.hindawi.com/journals/mpe | en_ZA |
dc.identifier.citation | Ye, N, Wang, ZQ, Malekian, R, Lin, QM & Wang, RC 2015, 'A method for driving route predictions based on hidden Markov model', Mathematical Problems in Engineering, vol. 2015, art. no. #82453, pp. 1-12. | en_ZA |
dc.identifier.issn | 1024-123X (print) | |
dc.identifier.issn | 1563-5147 (online) | |
dc.identifier.other | 10.1155/2015/824532 | |
dc.identifier.uri | http://hdl.handle.net/2263/51015 | |
dc.language.iso | en | en_ZA |
dc.publisher | Hindawi Publishing | en_ZA |
dc.rights | © 2015 Ning Ye et al. This is an open access article distributed under the Creative Commons Attribution License. | en_ZA |
dc.subject | Driving route prediction method | en_ZA |
dc.subject | Hidden Markov Model (HMM) | en_ZA |
dc.subject | Route predictions | en_ZA |
dc.subject | Road network model | en_ZA |
dc.title | A method for driving route predictions based on hidden Markov model | en_ZA |
dc.type | Article | en_ZA |