研究題目 Research Title |
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Human mobility prediction based on turn-by-turn trajectories | |
状態 Status |
完了 |
Completed projects | |
研究番号 Research Number | 630 |
研究代表者 PI |
Fernando Terroso-Saenz / University of Murcia |
Fernando Terroso-Saenz / University of Murcia | |
事務担当者 Secretary |
Fernando Terroso-Saenz / University of Murcia |
Fernando Terroso-Saenz / University of Murcia | |
受入CSIS教員 CSIS reception staff |
木實 新一 / - |
Shin'ichi KONOMI / - | |
研究内容 Abstract |
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Personal route prediction has emerged as an important topic within the mobility mining domain. In this context, many proposals applied an off-line learning process before being able to run the on-line prediction algorithm. The present work introduces a novel framework that integrates the route learning and the prediction algorithm in an on-line manner. By means of a thin-client and server architecture, it also puts forward a new concept for route abstraction based on the detection of spatial regions where certain routes’ velocity features frequently change. More in detail, the Complex Event Processing paradigm and the density-based clustering will be used for the route abstraction stage. In addition to that, a multigraph model will be used for the serialization of the mobility model of each user. Finally, a comparison with a well-established work of the state of the art is also devised. | |
研究期間 Research Period |
2015-09-26 - 2016-03-31 |
申請中の研究者は表示されません。
Pending researchers are not shown.
Fernando Terroso-Saenz | University of Murcia |
Fernando Terroso-Saenz | University of Murcia |
申請中のデータセットは表示されません。
Pending datasets are not shown.
【承認までお時間を要する可能性】【空間配分版】2008年東京都市圏 人の流れデータセット |
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People Flow 2008 Tokyo Metropolitan Area (Spatially Reallocated) |
研究成果は存在しません。
No Publication.
報告書は存在しません。
No annual report.