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A Data Augmentation Algorithm for Trajectory Data
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Methods for Enriched Mobility Data: Emerging issues and Ethical perspectives 2023, 2023 The growing prevalence of location-based devices has resulted in a signi!cant abundance of location data from various tracking vendors. Nevertheless, a noticeable de!cit exists regarding readily accessible, extensive, and publicly available datasets for research purposes, primarily due to privacy concerns and ownership constraints.
J. Haranwala, Yaksh +3 more
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Trajectory Outlier Detection on Trajectory Data Streams
IEEE Access, 2020 The detection of abnormal moving on trajectory data streams is an important task in spatio-temporal data mining. An outlier trajectory is a trajectory grossly different from others, meaning there are few or even no trajectories following a similar route.
Keyan Cao +5 more
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Rating Player Actions in Soccer
Frontiers in Sports and Active Living, 2021 We present a data-driven model that rates actions of the player in soccer with respect to their contribution to ball possession phases. This study approach consists of two interconnected parts: (i) a trajectory prediction model that is learned from real ...
Uwe Dick, Maryam Tavakol, Ulf Brefeld
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A detection and restoration approach for vessel trajectory anomalies based on AIS
Xibei Gongye Daxue Xuebao, 2021 In view of the continuous increase in the amount of AIS data at sea and the existence of more abnormal points, it is difficult to construct ship trajectories based on AIS data.
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Applied Sciences, 2023 Optimizing battery swapping station (BSS) configuration is essential to enhance BSS’s energy savings and economic feasibility, thereby facilitating energy refueling efficiency of electric taxis (ETs).
Zhengke Liu +5 more
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DuctiLoc: Energy-Efficient Location Sampling With Configurable Accuracy
IEEE Access, 2023 Mobile device tracking technologies based on various positioning systems have made location data collection ubiquitous. The frequency at which location samples are recorded varies across applications, yet it is usually pre-defined and fixed, resulting in
Panagiota Katsikouli +4 more
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Map Matching Algorithm: Trajectory and Sequential Map Analysis on Road Network [PDF]
EAI Endorsed Transactions on Industrial Networks and Intelligent Systems, 2018 The Global Positioning System (GPS) tracking data is essential for sensor data sources. It plays an important role for various systems like Traffic assessment and Prediction, routing and navigation, Fleet management etc.
Kanta Sharma +4 more
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Data-driven trajectory smoothing [PDF]
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2011 Motivated by the increasing availability of large collections of noisy GPS traces, we present a new data-driven framework for smoothing trajectory data. The framework, which can be viewed of as a generalization of the classical moving average technique, naturally leads to efficient algorithms for various smoothing objectives.
Chazal, Frédéric +4 more
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Robust visualization of trajectory data
it - Information Technology, 2022 Abstract The analysis of movement trajectories plays a central role in many application areas, such as traffic management, sports analysis, and collective behavior research, where large and complex trajectory data sets are routinely collected these days.
Zhang, Ying +4 more
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Safety Evaluation of Toll Plaza Diverging Area Considering Different Vehicles’ Toll Collection Types
Applied Sciences, 2023 Different toll collection types of vehicles and different distribution of tollbooths lead to the toll plaza diverging area becoming a typical vehicle weaving area with frequent crossing behaviors and conflicts on highways.
Lu Xing +4 more
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