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プロジェクト情報(概要) / Project information (abstract)

基本情報 / Basic Information

研究題目
Research Title
Human mobility prediction based on turn-by-turn trajectories
状態
Status
完了
Completed projects
研究番号
Research Number
666
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
瀬崎 薫 / -
Kaoru SEZAKI / -
研究内容
Abstract
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
2016-04-05 - 2017-03-31

研究者 / Researchers

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

利用データセット / Datasets used

申請中のデータセットは表示されません。
Pending datasets are not shown.

【空間配分版】2008年東京都市圏 人の流れデータセット
People Flow 2008 Tokyo Metropolitan Area (Spatially Reallocated)

研究成果 / Publications

研究成果は存在しません。
No Publication.

報告書 / Annual reports

報告書は存在しません。
No annual report.