Concepedia

Forecasting Under Data Sparsity

Forecasting Under Data Sparsity is a predictive modeling framework in the domain of traffic participant behavior prediction that specifically addresses the challenge of generating accurate future trajectory estimates when limited observational data is available for training or inference.

36

Publications

1.4K

Citations

88

Authors

39

Institutions

Publications per year

2017–2026

28

Parents

Publications

36

GraphSAGE-Based Traffic Speed Forecasting for Segment Network With Sparse Data

Jielun Liu, Ghim Ping Ong, Xiqun Chen · IEEE Transactions on Intelligent Transportation Systems · 2020 · 185 citations

, , +16

Travel cost inference from sparse, spatio temporally correlated time series using Markov models

Bin Yang, Chenjuan Guo, Christian S. Jensen · Proceedings of the VLDB Endowment · 2013 · 145 citations · Full text

, , +17

TimeLLM: Time Series Forecasting by Reprogramming Large Language Models

Ming Jin, James Y. Zhang · 2026 · 131 citations · Full text

, , +13

Using Mobile Phones to Forecast Arterial Traffic through Statistical Learning

Ryan Herring, Aude Hofleitner, Saurabh Amin et al. · Transportation Research Board 89th Annual MeetingTransportation Research Board · 2010 · 87 citations

, , +16

Inducing Sparsity and Shrinkage in Time-Varying Parameter Models

Florian Huber, Gary Koop, Luca Onorante · Journal of Business and Economic Statistics · 2020 · 84 citations · Full text

, , +16

1–5 of 36

Authors

88

  1. LO
    Luca Onorante

    European Central Bank, Germany

    2 publications · 101 citations

    2

    h-index

  2. GK
    Gary Koop

    University of Strathclyde, United Kingdom

    2 publications · 101 citations

    2

    h-index

  3. PJ
    Patrick Jaillet

    Massachusetts Institute of Technology, United States

    2 publications · 65 citations

    2

    h-index

  4. FH
    Florian Huber

    University of Salzburg, Austria

    2 publications · 101 citations

    2

    h-index

  5. JL
    Jun Luo

    Lenovo (China), China

    1 publications · 18 citations

    1

    h-index

1–5 of 88

Institutions

39

  1. National University of Singapore

    Singapore, Singapore

    3 h-index

    4 publications

    406 citations

  2. University of Strathclyde

    Glasgow, United Kingdom

    2 h-index

    2 publications

    101 citations

  3. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    3 publications

    141 citations

  4. European Central Bank

    Frankfurt am Main, Germany

    2 h-index

    2 publications

    101 citations

  5. Zhejiang University of Science and Technology

    Hangzhou, China

    2 h-index

    2 publications

    26 citations

  6. Zhejiang University

    Hangzhou, China

    2 h-index

    3 publications

    211 citations

  7. University of Southampton

    Southampton, United Kingdom

    2 h-index

    3 publications

    129 citations

  8. Singapore-MIT Alliance for Research and Technology

    Singapore, Singapore

    2 h-index

    2 publications

    65 citations

1–8 of 39

Venues

  1. 4

    h-index

  2. IEEE Access

    2 publications · 78 citations

    2

    h-index

  3. 1

    h-index

  4. MDPI (MDPI AG)

    Repository · 1 publications · 31 citations

    1

    h-index

  5. Astin Bulletin

    1 publications · 13 citations

    1

    h-index

1–5