Concepedia

State-space Trajectory Modeling

State-Space Trajectory Modeling is a computational framework within trajectory inference that represents dynamic cellular processes as stochastic trajectories evolving over time in a latent state space, distinguishing itself by explicitly modeling the probabilistic transitions between hidden states to reconstruct temporal progression from cross-sectional data.

47

Publications

2.4K

Citations

148

Authors

83

Institutions

Publications per year

2017–2026

13

Parents

Publications

47

META-ANALYSIS OF ANIMAL MOVEMENT USING STATE-SPACE MODELS

Ian D. Jonsen, Ransom A. Myers, Joanna Mills Flemming · Ecology · 2003 · 292 citations

, , +17

Stochastic Trajectory Prediction via Motion Indeterminacy Diffusion

Tianpei Gu, Guangyi Chen, Junlong Li et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 269 citations

, , +12

Derivation of a Second-Order Switching Surface in the Boundary Control of Buck Converters

K.K. Leung, Henry Shu-Hung Chung · IEEE Power Electronics Letters · 2004 · 154 citations

, , +12

Reformulating the HMM as a trajectory model by imposing explicit relationships between static and dynamic feature vector sequences

Heiga Zen, Keiichi Tokuda, Tadashi Kitamura · Computer Speech & Language · 2006 · 144 citations

, , +15

Optimal Trajectory Control of LLC Resonant Converters for LED PWM Dimming

Weiyi Feng, Fred C. Lee, Paolo Mattavelli · IEEE Transactions on Power Electronics · 2013 · 133 citations

, , +15

1–5 of 47

Authors

148

  1. HS
    Henry Shu-Hung Chung

    City University of Hong Kong, Hong Kong SAR China

    3 publications · 185 citations

    3

    h-index

  2. PN
    P.N. Nikiforuk

    University of Saskatchewan, Canada

    2 publications · 130 citations

    2

    h-index

  3. JL
    Jin Liang

    University of Science and Technology of China, China

    2 publications · 130 citations

    2

    h-index

  4. TE
    Todd E. Dennis

    University of Auckland, New Zealand

    2 publications · 96 citations

    2

    h-index

  5. JM
    Joanna Mills Flemming

    Dalhousie University, Canada

    2 publications · 360 citations

    2

    h-index

1–5 of 148

Institutions

83

  1. Virginia Tech

    Blacksburg, United States

    3 h-index

    6 publications

    434 citations

  2. City University of Hong Kong

    Hong Kong, Hong Kong

    3 h-index

    10 publications

    433 citations

  3. University of Saskatchewan

    Saskatoon, Canada

    2 h-index

    4 publications

    260 citations

  4. Michigan State University

    East Lansing, United States

    2 h-index

    4 publications

    168 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    2 publications

    292 citations

  6. Dalhousie University

    Halifax, Canada

    2 h-index

    6 publications

    856 citations

  7. University of Illinois Chicago

    Chicago, United States

    2 h-index

    4 publications

    72 citations

  8. University of Auckland

    Auckland, New Zealand

    2 h-index

    5 publications

    238 citations

1–8 of 83

Venues

  1. PLoS ONE

    2 publications · 96 citations

    2

    h-index

  2. Neural Networks

    2 publications · 74 citations

    2

    h-index

  3. Methods in Ecology and Evolution

    2 publications · 87 citations

    2

    h-index

  4. IEEE Transactions on Power Electronics

    2 publications · 155 citations

    2

    h-index

  5. 1

    h-index

1–5