Unsupervised pattern and outlier detection for pedestrian trajectories using diffusion maps
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DOI: 10.1016/j.physa.2023.129449
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- Lovreglio, Ruggiero & Ronchi, Enrico & Nilsson, Daniel, 2015. "Calibrating floor field cellular automaton models for pedestrian dynamics by using likelihood function optimization," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 438(C), pages 308-320.
- Yamamoto, Hiroki & Yanagisawa, Daichi & Feliciani, Claudio & Nishinari, Katsuhiro, 2019. "Body-rotation behavior of pedestrians for collision avoidance in passing and cross flow," Transportation Research Part B: Methodological, Elsevier, vol. 122(C), pages 486-510.
- Ashkaan K. Fahimipour & Thilo Gross, 2020. "Mapping the bacterial metabolic niche space," Nature Communications, Nature, vol. 11(1), pages 1-8, December.
- Haghani, Milad & Sarvi, Majid, 2018. "Crowd behaviour and motion: Empirical methods," Transportation Research Part B: Methodological, Elsevier, vol. 107(C), pages 253-294.
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Keywords
Diffusion maps; Dimensionality reduction; Trajectory analysis; Pedestrian dynamics; Model validation; Outlier detection;All these keywords.
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