Concepedia

Human-in-the-loop Data Collection

Human-In-The-Loop Data Collection is a data acquisition methodology in which human agents are actively and iteratively integrated into the data generation, annotation, or refinement process to enhance data quality, contextual accuracy, or system performance beyond what automated methods alone can achieve.

16

Publications

869

Citations

67

Authors

25

Institutions

Publications per year

2017–2026

14

Variants

Hitl Data Collection

Parents

Publications

16

A Survey on Human-in-the-Loop Applications Towards an Internet of All

David Nunes, Pei Zhang, Jorge Sá Silva · IEEE Communications Surveys & Tutorials · 2015 · 274 citations

, , +17

Internet-scale collection of human-reviewed data

Qi Su, Dmitry Pavlov, Jyh-Herng Chow et al. · 2007 · 125 citations

, , +13

Keeping the “Human in the Loop” in the Age of Artificial Intelligence

Fabrice Jotterand, Clara Bosco · Science and Engineering Ethics · 2020 · 52 citations

, , +14

A Human-in-the-loop Perspective on AutoML: Milestones and the Road Ahead.

Doris Jung Lin Lee, Stephen Macke, Doris Xin et al. · IEEE Data(base) Engineering Bulletin · 2019 · 51 citations

, , +8

AI in health: keeping the human in the loop

Suzanne Bakken · Journal of the American Medical Informatics Association · 2023 · 47 citations · Full text

, , +13

1–5 of 16

Authors

67

  1. EK
    Eser Kandogan

    IBM Research - Almaden, United States

    2 publications · 34 citations

    2

    h-index

  2. FJ
    Fabrice Jotterand

    Medical College of Wisconsin, United States

    1 publications · 52 citations

    1

    h-index

  3. GH
    Geert Heyman

    KU Leuven, Belgium

    1 publications · 17 citations

    1

    h-index

  4. DN
    David Nunes

    University of Coimbra, Portugal

    1 publications · 274 citations

    1

    h-index

  5. YY
    Yiwei Yang

    University of Washington, United States

    1 publications · 19 citations

    1

    h-index

1–5 of 67

Institutions

25

  1. University of Oxford

    Oxford, United Kingdom

    1 h-index

    2 publications

    34 citations

  2. Technische Universität Darmstadt

    Darmstadt, Germany

    1 h-index

    1 publications

    16 citations

  3. Brown University

    Providence, United States

    1 h-index

    2 publications

    32 citations

  4. University of California, San Francisco

    San Francisco, United States

    1 h-index

    5 publications

    210 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    1 h-index

    1 publications

    274 citations

  6. Cal Humanities

    San Francisco, United States

    1 h-index

    2 publications

    104 citations

  7. Columbia University

    New York, United States

    1 h-index

    1 publications

    47 citations

  8. UiT The Arctic University of Norway

    Tromsø, Norway

    1 h-index

    1 publications

    39 citations

1–8 of 25

Venues

  1. Behavior Research Methods

    BRM · 1 publications · 17 citations

    1

    h-index

  2. Science and Engineering Ethics

    1 publications · 52 citations

    1

    h-index

  3. IUI Workshops

    1 publications · 19 citations

    1

    h-index

  4. IEEE Communications Surveys & Tutorials

    ComST · 1 publications · 274 citations

    1

    h-index

  5. IFAC-PapersOnLine

    1 publications · 44 citations

    1

    h-index

1–5