Concepedia

Interactive Preference Learning

Interactive Preference Learning is a machine learning framework that iteratively elicits and models user preferences through active interaction, distinguishing itself by integrating real-time feedback into the optimization process to align decision outcomes with subjective human values in complex, multi-objective environments.

21

Publications

816

Citations

66

Authors

43

Institutions

Publications per year

2017–2026

9

Parents

Publications

21

Robust ordinal regression in preference learning and ranking

Salvatore Corrente, Salvatore Greco, Miłosz Kadziński et al. · Machine Learning · 2013 · 211 citations · Full text

, , +16

Intelligent profiling by example

Sybil Shearin, Henry Lieberman · 2001 · 123 citations

, , +17

Preference elicitation for interface optimization

Krzysztof Z. Gajos, Daniel S. Weld · 2005 · 106 citations · Full text

, , +14

Active preference learning for personalized calendar scheduling assistance

Melinda Gervasio, Michael D. Moffitt, Martha E. Pollack et al. · 2005 · 57 citations

, , +16

A Design Preference Elicitation Query as an Optimization Process

Yi Ren, Panos Y. Papalambros · Journal of Mechanical Design · 2011 · 35 citations

, , +11

1–5 of 21

Authors

66

  1. IG
    Iryna Gurevych

    Technische Universität Darmstadt, Germany

    2 publications · 49 citations

    2

    h-index

  2. ME
    Martha E. Pollack

    University of Michigan, United States

    2 publications · 73 citations

    2

    h-index

  3. CM
    Christian M. Meyer

    Technische Universität Darmstadt, Germany

    2 publications · 49 citations

    2

    h-index

  4. YG
    Yang Gao

    Technische Universität Darmstadt, Germany

    2 publications · 49 citations

    2

    h-index

  5. HF
    Hélène Fargier

    Université Toulouse III - Paul Sabatier, France

    1 publications · 10 citations

    1

    h-index

1–5 of 66

Institutions

43

  1. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    8 publications

    142 citations

  2. University of Michigan

    Ann Arbor, United States

    3 h-index

    7 publications

    273 citations

  3. Technische Universität Darmstadt

    Darmstadt, Germany

    2 h-index

    6 publications

    147 citations

  4. University of Amsterdam

    Amsterdam, The Netherlands

    1 h-index

    2 publications

    24 citations

  5. Amsterdam University of the Arts

    Amsterdam, The Netherlands

    1 h-index

    2 publications

    24 citations

  6. University of Florence

    Florence, Italy

    1 h-index

    3 publications

    42 citations

  7. Menlo School

    Atherton, United States

    1 h-index

    2 publications

    114 citations

  8. Université Toulouse-I-Capitole

    Toulouse, France

    1 h-index

    3 publications

    30 citations

1–8 of 43

Venues

  1. Machine Learning

    1 publications · 211 citations

    1

    h-index

  2. International Journal of Artificial Intelligence Tools

    IJAIT · 1 publications · 26 citations

    1

    h-index

  3. International Conference on Machine Learning

    Conference · 1 publications · 25 citations

    1

    h-index

  4. 1

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 10 citations

    1

    h-index

1–5