Concepedia

Dataset Aggregation

Dataset Aggregation is a method in imitation learning that iteratively expands a training dataset by incorporating new expert demonstrations collected from regions of the state space where the learned policy exhibits behavioral divergence from optimal actions.

121

Publications

8.1K

Citations

596

Authors

310

Institutions

Publications per year

2017–2026

79

Variants

Dagger

Parents

Publications

121

Deep Learning for Electromyographic Hand Gesture Signal Classification Using Transfer Learning

Ulysse Côté‐Allard, Cheikh Latyr Fall, Alexandre Drouin et al. · IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2019 · 723 citations · Full text

, , +16

WFDE5: bias-adjusted ERA5 reanalysis data for impact studies

Marco Cucchi, Graham P. Weedon, A. Amici et al. · Earth system science data · 2020 · 512 citations · Full text

, , +15

Distinct neural signatures detected for ADHD subtypes after controlling for micro-movements in resting state functional connectivity MRI data

Damien A. Fair, Joel T. Nigg, Swathi Iyer et al. · Frontiers in Systems Neuroscience · 2013 · 484 citations · Full text

, , +17

Climate classification revisited: from Köppen to Trewartha

Michal Belda, Eva Holtanová, Tomáš Halenka et al. · Climate Research · 2013 · 430 citations · Full text

, , +17

Cultural Differences and Geography as Determinants of Online Prosocial Lending1

Gordon Burtch, Anindya Ghose, Sunil Wattal · MIS Quarterly · 2014 · 411 citations

, , +13

1–5 of 121

Authors

596

  1. NH
    Nhat-Lan H. Nguyen

    University of Virginia, United States

    2 publications · 37 citations

    2

    h-index

  2. LG
    Lauren Gardner

    Johns Hopkins University, United States

    2 publications · 37 citations

    2

    h-index

  3. GH
    Gaige Hunter Kerr

    George Washington University, United States

    2 publications · 37 citations

    2

    h-index

  4. JG
    Juan Guardiola

    University of Louisville, United States

    2 publications · 48 citations

    2

    h-index

  5. XL
    Xiaotong Li

    Xidian University, China

    2 publications · 150 citations

    2

    h-index

1–5 of 596

Institutions

310

  1. University of Virginia

    Charlottesville, United States

    6 h-index

    17 publications

    618 citations

  2. Harvard University

    Cambridge, United States

    5 h-index

    22 publications

    480 citations

  3. Stanford University

    Stanford, United States

    5 h-index

    9 publications

    320 citations

  4. Johns Hopkins University

    Baltimore, United States

    4 h-index

    17 publications

    827 citations

  5. University of Michigan

    Ann Arbor, United States

    3 h-index

    5 publications

    295 citations

  6. Northeastern University

    Boston, United States

    3 h-index

    3 publications

    77 citations

  7. Yale University

    New Haven, United States

    3 h-index

    5 publications

    187 citations

  8. Delft University of Technology

    Delft, The Netherlands

    3 h-index

    5 publications

    139 citations

1–8 of 310

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 89 citations

    5

    h-index

  2. Scientific Data

    3 publications · 211 citations

    3

    h-index

  3. PubMed

    Repository · 2 publications · 553 citations

    2

    h-index

  4. The American Statistician

    2 publications · 34 citations

    2

    h-index

  5. IEEE Transactions on Biomedical Engineering

    2 publications · 92 citations

    2

    h-index

1–5