Concepedia

Conditional Feature Interactions

Conditional Feature Interactions is a modeling framework in machine learning that captures feature dependencies whose effects on the outcome variable are contingent upon the values of other conditioning features, thereby enabling more interpretable and adaptive representations of complex interaction structures.

31

Publications

1.5K

Citations

82

Authors

40

Institutions

Publications per year

2017–2026

6

Parents

Publications

31

Feature Interactions in Consumer Judgments of Verbal versus Pictorial Presentations

Morris B. Holbrook, William L. Moore · Journal of Consumer Research · 1981 · 269 citations

, , +14

Explaining instance classifications with interactions of subsets of feature values

Erik Štrumbelj, Igor Kononenko, Marko Robnik‐Šikonja · Data & Knowledge Engineering · 2009 · 124 citations

, , +14

Training conditional random fields via gradient tree boosting

Thomas G. Dietterich, Adam Ashenfelter, Yaroslav Bulatov · 2004 · 114 citations

, , +14

Toward Intelligent Design: An AI-Based Fashion Designer Using Generative Adversarial Networks Aided by Sketch and Rendering Generators

Han Yan, Haijun Zhang, Linlin Liu et al. · IEEE Transactions on Multimedia · 2022 · 113 citations

, , +12

xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems

arXiv (Cornell University) · 2018 · 105 citations · Full text

, , +15

1–5 of 31

Authors

82

  1. TO
    Tadashi Ohta

    Soka University, Japan

    3 publications · 51 citations

    3

    h-index

  2. LL
    Luigi Logrippo

    University of Ottawa, Canada

    3 publications · 42 citations

    3

    h-index

  3. EH
    Evan H. Magill

    University of Stirling, United Kingdom

    3 publications · 46 citations

    3

    h-index

  4. XX
    Xun Xu

    University of Auckland, New Zealand

    2 publications · 47 citations

    2

    h-index

  5. MK
    Mario Kolberg

    University of Stirling, United Kingdom

    2 publications · 30 citations

    2

    h-index

1–5 of 82

Institutions

40

  1. University of Auckland

    Auckland, New Zealand

    2 h-index

    3 publications

    74 citations

  2. University of Ottawa

    Ottawa, Canada

    2 h-index

    5 publications

    58 citations

  3. Université du Québec en Outaouais

    Gatineau, Canada

    2 h-index

    2 publications

    32 citations

  4. Hefei University of Technology

    Hefei, China

    1 h-index

    1 publications

    113 citations

  5. University of Ljubljana

    Ljubljana, Slovenia

    1 h-index

    3 publications

    372 citations

  6. Politecnico di Milano

    Milan, Italy

    1 h-index

    2 publications

    94 citations

  7. RWTH Aachen University

    Aachen, Germany

    1 h-index

    1 publications

    20 citations

  8. Centre de Recherche sur les Risques et les Crises

    Sophia Antipolis, France

    1 h-index

    1 publications

    47 citations

1–8 of 40

Venues

  1. FIW

    5 publications · 151 citations

    5

    h-index

  2. Computer Networks

    5 publications · 88 citations

    5

    h-index

  3. Journal of Network and Computer Applications

    JNCA · 1 publications · 10 citations

    1

    h-index

  4. IEEE Transactions on Multimedia

    1 publications · 113 citations

    1

    h-index

  5. Formal Methods in System Design

    1 publications · 42 citations

    1

    h-index

1–5