Concepedia

Preference-based Learning

Preference-Based Learning is a machine learning paradigm that belongs to the class of learning from human feedback, differing from other paradigms by specifically utilizing pairwise or ranked preferences to infer a reward function or policy that aligns with human judgments.

216

Publications

10.7K

Citations

569

Authors

302

Institutions

Publications per year

2017–2026

88

Parents

Publications

216

Interactive machine learning for health informatics: when do we need the human-in-the-loop?

Andreas Holzinger · Brain Informatics · 2016 · 877 citations · Full text

, , +11

Label ranking by learning pairwise preferences

Eyke Hüllermeier, Johannes Fürnkranz, Weiwei Cheng et al. · Artificial Intelligence · 2008 · 536 citations

, , +10

A New Dataset and Method for Automatically Grading ESOL Texts

Helen Yannakoudakis, Ted Briscoe, Ben Medlock · 2011 · 481 citations

, , +17

Preference learning with Gaussian processes

Wei Chu, Zoubin Ghahramani · 2005 · 362 citations

, , +16

Active learning via transductive experimental design

Kai Yu, Jinbo Bi, Volker Tresp · 2006 · 356 citations

, , +14

1–5 of 216

Authors

569

  1. EH
    Eyke Hüllermeier

    Philipps University of Marburg, Germany

    11 publications · 930 citations

    11

    h-index

  2. GN
    Georgios N. Yannakakis

    IT University of Copenhagen, Denmark

    9 publications · 535 citations

    9

    h-index

  3. DS
    Dorsa Sadigh

    Stanford University, United States

    8 publications · 449 citations

    8

    h-index

  4. JF
    Johannes Fürnkranz

    Technische Universität Darmstadt, Germany

    6 publications · 884 citations

    6

    h-index

  5. WC
    Weiwei Cheng

    Nanjing University of Finance and Economics, China

    4 publications · 702 citations

    4

    h-index

1–5 of 569

Institutions

302

  1. IT University of Copenhagen

    Copenhagen, Denmark

    7 h-index

    15 publications

    1.1K citations

  2. Technische Universität Darmstadt

    Darmstadt, Germany

    7 h-index

    17 publications

    1.5K citations

  3. Stanford University

    Stanford, United States

    7 h-index

    15 publications

    424 citations

  4. Philipps University of Marburg

    Marburg, Germany

    6 h-index

    11 publications

    2.1K citations

  5. University College London

    London, United Kingdom

    5 h-index

    12 publications

    1.7K citations

  6. University of California, Berkeley

    Berkeley, United States

    5 h-index

    10 publications

    1.2K citations

  7. University of Kentucky

    Lexington, United States

    4 h-index

    7 publications

    180 citations

  8. University of Malta

    Msida, Malta

    4 h-index

    9 publications

    283 citations

1–8 of 302

Venues

  1. arXiv (Cornell University)

    Repository · 17 publications · 316 citations

    12

    h-index

  2. Machine Learning

    5 publications · 258 citations

    5

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 154 citations

    4

    h-index

  4. Journal of Applied Behavior Analysis

    JABA · 4 publications · 207 citations

    4

    h-index

  5. Artificial Intelligence

    3 publications · 609 citations

    3

    h-index

1–5