Waheed, Mihsaan (2020) Destination prediction based on past movement history. Masters thesis, Sunway University.
Full text not available from this repository.Abstract
In this paper we explore destination prediction using the past movement history, where the history is built using machine learning. Matching of the history with the user's movement is done through a simple pattern recognition technique. The system includes an algorithm that simulates incoming data from a user and matches on a window by window basis to the history. After matching it attempts to narrow down the possible final destination by eliminating paths from history that do not meet a set threshold for the next round matching. The experiment was carried out in Sunway University building on two separate floors. The results are promising and we also look at the combination of variables to use for such a use case.
| Item Type: | Thesis (Masters) |
|---|---|
| Uncontrolled Keywords: | destination prediction; pattern recognition; indoor localization |
| Subjects: | Q Science > Q Science (General) T Technology > TK Electrical engineering. Electronics Nuclear engineering |
| Divisions: | Sunway University > School of Engineering and Technology [formerly School of Science and Technology until 2020] > Dept. Computing and Information Systems |
| Depositing User: | Ms Yong Yee Chan |
| Date Deposited: | 27 Sep 2023 08:24 |
| Last Modified: | 27 Sep 2023 08:24 |
| URI: | http://eprints.sunway.edu.my/id/eprint/2399 |
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