Concepedia

Trajectory Representation Learning

Trajectory Representation Learning is a computational framework within trajectory analysis that learns low-dimensional, semantically meaningful embeddings of spatiotemporal movement data by preserving essential sequential, spatial, and temporal patterns inherent in raw trajectory observations.

547

Publications

36.8K

Citations

1.9K

Authors

530

Institutions

Publications per year

2017–2026

452

Parents

Publications

547

Dense Trajectories and Motion Boundary Descriptors for Action Recognition

Heng Wang, Alexander Kläser, Cordelia Schmid et al. · International Journal of Computer Vision · 2013 · 1.7K citations · Full text

, , +15

Deep learning for universal linear embeddings of nonlinear dynamics

Bethany Lusch, J. Nathan Kutz, Steven L. Brunton · Nature Communications · 2018 · 1.4K citations · Full text

, , +17

Learning and inferring transportation routines

Lin Liao, Donald J. Patterson, Dieter Fox et al. · Artificial Intelligence · 2007 · 679 citations

, , +15

STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory Prediction

Ying-Fan Huang, Huikun Bi, Zhaoxin Li et al. · 2019 · 636 citations

, , +17

Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks

2019 · 625 citations · Full text

, , +16

1–5 of 547

Authors

1.9K

  1. GT
    Goce Trajcevski

    Iowa State University, United States

    9 publications · 452 citations

    9

    h-index

  2. FZ
    Fan Zhou

    University of Electronic Science and Technology of China, China

    9 publications · 452 citations

    9

    h-index

  3. KZ
    Kunpeng Zhang

    University of Maryland, College Park, United States

    8 publications · 427 citations

    8

    h-index

  4. RU
    Raquel Urtasun

    University of Toronto, Canada

    8 publications · 904 citations

    8

    h-index

  5. TZ
    Ting Zhong

    University of Electronic Science and Technology of China, China

    6 publications · 353 citations

    6

    h-index

1–5 of 1.9K

Institutions

530

  1. Chinese Academy of Sciences

    Beijing, China

    22 h-index

    72 publications

    6.9K citations

  2. University of Electronic Science and Technology of China

    Chengdu, China

    17 h-index

    51 publications

    2.4K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    17 h-index

    36 publications

    1.9K citations

  4. Tsinghua University

    Beijing, China

    16 h-index

    52 publications

    2.7K citations

  5. University of Maryland, College Park

    College Park, United States

    15 h-index

    19 publications

    1.7K citations

  6. Nanyang Technological University

    Singapore, Singapore

    13 h-index

    30 publications

    2K citations

  7. University of Chinese Academy of Sciences

    Beijing, China

    13 h-index

    36 publications

    3.1K citations

  8. Aalborg University

    Aalborg, Denmark

    12 h-index

    30 publications

    1.4K citations

1–8 of 530

Venues

  1. arXiv (Cornell University)

    Repository · 53 publications · 2.1K citations

    27

    h-index

  2. 20

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 12 publications · 969 citations

    12

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 13 publications · 506 citations

    12

    h-index

  5. Pattern Recognition

    11 publications · 456 citations

    11

    h-index

1–5