We investigate how to effectively and efficiently embed users’ personalized travel behaviors to vectors in this paper. Based on an example scenario of travel mode choice in intelligent transportation system, three data structures representing users’ travel behaviors are defined, namely heterogeneous graph of users’ travel behaviors, user travel behavior $k$ -partite graph, and personalized user travel behavior sentence set. This paper systematically analyzes the principle of existing methods and provides intuitions for the problem of learning travel behavior representation in intelligent transportation system. Then we propose the Behavior2vector, which is an improved method tailored for embedding users’ personalized travel behaviors to vectors. In our experiments, we design a travel mode choice model based on machine learning, which uses both hand-crafted basic features and embedded vector features. We further quantify the impact of various factors on travel mode choice and use travel big data to test the hypothesis of traffic assignment models, e.g., travelers always choose the path with the shortest path. In addition, we also compared with the existing graph embedding methods and essentially discussed their advantages and disadvantages.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Behavior2vector: Embedding Users’ Personalized Travel Behavior to Vector


    Beteiligte:
    Liu, Yang (Autor:in) / Wu, Fanyou (Autor:in) / Lyu, Cheng (Autor:in) / Liu, Xin (Autor:in) / Liu, Zhiyuan (Autor:in)


    Erscheinungsdatum :

    01.07.2022


    Format / Umfang :

    2477605 byte




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Who Will Travel With Me? Personalized Ranking Using Attributed Network Embedding for Pooling

    Tang, Lei / Liu, Zihang / Zhang, Rongguo et al. | IEEE | 2022

    Freier Zugriff

    Personalized Choice Model for Managed Lane Travel Behavior

    Xie, Yifei / Zhang, Yundi / Akkinepally, Arun Prakash et al. | Transportation Research Record | 2020


    Users of Transport Modes and Multimodal Travel Behavior

    Kuhnimhof, Tobias / Chlond, Bastian / Von Der Ruhren, Stefan | Transportation Research Record | 2006


    Personalized travel routes to reduce stress

    BENDER MICHAEL / CHILDRESS RHONDA L / SHUTE MICHAEL P | Europäisches Patentamt | 2018

    Freier Zugriff