Quantifying travel sequence predictability via a constrained vector-quantized variational autoencoder

Zhi Li

doi:10.1016/j.trc.2026.105958

2026-08-22

PRE

Zhi Li

Zhibin Chen *

Minghui Zhong

DOI：10.1016/j.trc.2026.105958

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摘要

En 中文

• 将可预测性从离散状态扩展到连续行程序列。 • 一种约束型VQ-VAE计算可预测性-失真曲线。 • 针对理论可预测性-失真曲线，在合成数据上进行验证。 • 基于真实世界出行数据验证量化了跨车辆可预测性异质性。

Keyword:

Predictability

VQ-VAE

Electric vehicle

Information-theoretic metrics

期刊

Transportation Research Part C-Emerging Technologies

IF:

7.9

论文数:

4.9K

被引数:

3.2W

机构

shanghai electric vehicle public data collecting, monitoring, and research center

学者数:

论文数: 1

被引数: 0

NYU Shanghai

学者数:

502

论文数: 578

被引数: 11

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