Concepedia

Forecasting With Missing Data

Forecasting with Missing Data is a methodological framework in epidemic forecasting that integrates statistical or machine learning techniques to generate reliable predictions despite incomplete or partially observed epidemiological data by explicitly modeling the mechanisms and patterns of data absence.

83

Publications

3.7K

Citations

335

Authors

148

Institutions

Publications per year

2017–2026

55

Parents

Publications

83

Estimation, Prediction, and Interpolation for ARIMA Models with Missing Data

Robert Kohn, Craig F. Ansley · Journal of the American Statistical Association · 1986 · 217 citations

, , +16

Comparison of neural network methods for infilling missing daily weather records

Paulin Coulibaly, N. Evora · Journal of Hydrology · 2007 · 206 citations

, , +11

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

Graph Markov network for traffic forecasting with missing data

Zhiyong Cui, Longfei Lin, Ziyuan Pu et al. · Transportation Research Part C Emerging Technologies · 2020 · 132 citations

, , +13

Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values

Xianfeng Tang, Huaxiu Yao, Yiwei Sun et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 120 citations · Full text

, , +16

1–5 of 83

Authors

335

  1. ÉG
    Éric Gaussier

    Laboratoire d'Informatique de Grenoble, France

    2 publications · 110 citations

    2

    h-index

  2. PG
    Parantapa Goswami

    Université Grenoble Alpes, France

    2 publications · 110 citations

    2

    h-index

  3. XT
    Xianfeng Tang

    Pennsylvania State University, United States

    2 publications · 133 citations

    2

    h-index

  4. DO
    Dave Osthus

    Los Alamos National Laboratory, United States

    2 publications · 54 citations

    2

    h-index

  5. HM
    Hamid Mirisaee

    Laboratoire d'Informatique de Grenoble, France

    2 publications · 110 citations

    2

    h-index

1–5 of 335

Institutions

148

  1. Pennsylvania State University

    State College, United States

    3 h-index

    13 publications

    857 citations

  2. National University of Singapore

    Singapore, Singapore

    3 h-index

    8 publications

    694 citations

  3. University of Waterloo

    Waterloo, Canada

    3 h-index

    5 publications

    272 citations

  4. Columbia University

    New York, United States

    2 h-index

    4 publications

    156 citations

  5. Cardiff University

    Cardiff, United Kingdom

    2 h-index

    1 publications

    40 citations

  6. University of California, Los Angeles

    Los Angeles, United States

    2 h-index

    10 publications

    482 citations

  7. University of Chicago

    Chicago, United States

    2 h-index

    4 publications

    516 citations

  8. Australian National University

    Canberra, Australia

    2 h-index

    2 publications

    111 citations

1–8 of 148

Venues

  1. 4

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 90 citations

    3

    h-index

  3. Pattern Recognition Letters

    2 publications · 105 citations

    2

    h-index

  4. Journal of Forecasting

    2 publications · 34 citations

    2

    h-index

  5. Journal of Computer Applications

    2 publications · 46 citations

    2

    h-index

1–5