Concepedia

Monotonic Models

Monotonic Models is a class of machine learning models in which the predicted output exhibits a guaranteed non-decreasing or non-increasing relationship with respect to specified input features, ensuring that model decisions adhere to predefined monotonicity constraints for enhanced interpretability and trustworthiness in explainable machine learning.

330

Publications

20.6K

Citations

768

Authors

430

Institutions

Publications per year

2017–2026

80

Parents

Publications

330

Power of the Mann–Kendall and Spearman's rho tests for detecting monotonic trends in hydrological series

Sheng Yue, Paul Pilon, George Cavadias · Journal of Hydrology · 2002 · 2.1K citations

, , +17

Ordered Hypotheses for Multiple Treatments: A Significance Test for Linear Ranks

Ellis B. Page · Journal of the American Statistical Association · 1963 · 684 citations

, , +12

Strongly equivalent logic programs

Vladimir Lifschitz, David Pearce, Agustín Valverde · ACM Transactions on Computational Logic · 2001 · 535 citations

, , +16

R&D investment and financing constraints of small and medium-sized firms

Dirk Czarnitzki, Hanna Hottenrott · Small Business Economics · 2009 · 491 citations · Full text

, , +16

The Use of the Rank Transform in Regression

Ronald L. Iman, W. J. Conover · Technometrics · 1979 · 469 citations

, , +15

1–5 of 330

Authors

768

  1. KR
    Kevin Robert Canini

    University of California, Berkeley, United States

    5 publications · 276 citations

    5

    h-index

  2. JP
    Jan Pfeifer

    Google (United States), United States

    5 publications · 276 citations

    5

    h-index

  3. MR
    Maya R. Gupta

    University of Washington, United States

    5 publications · 276 citations

    5

    h-index

  4. TZ
    Thomas Zeugmann

    Kyushu University, Japan

    5 publications · 195 citations

    5

    h-index

  5. SL
    Steffen Lange

    Humboldt-Universität zu Berlin, Germany

    5 publications · 195 citations

    5

    h-index

1–5 of 768

Institutions

430

  1. North Carolina State University

    Raleigh, United States

    5 h-index

    6 publications

    372 citations

  2. The University of Texas at Austin

    Austin, United States

    5 h-index

    6 publications

    820 citations

  3. Stanford University

    Stanford, United States

    5 h-index

    9 publications

    701 citations

  4. Leipzig University of Applied Sciences

    Leipzig, Germany

    5 h-index

    7 publications

    357 citations

  5. Harvard University

    Cambridge, United States

    4 h-index

    6 publications

    547 citations

  6. ETH Zurich

    Zurich, Switzerland

    4 h-index

    7 publications

    366 citations

  7. University of Wisconsin–Madison

    Madison, United States

    4 h-index

    7 publications

    522 citations

  8. Florida State University

    Tallahassee, United States

    4 h-index

    5 publications

    295 citations

1–8 of 430

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 223 citations

    8

    h-index

  2. 7

    h-index

  3. Construction and Building Materials

    6 publications · 259 citations

    6

    h-index

  4. SSRN Electronic Journal

    Repository · 5 publications · 136 citations

    5

    h-index

  5. Technometrics

    5 publications · 653 citations

    5

    h-index

1–5