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Machine learning and the quest for objectivity in climate model parameterization. Climatic Change. 2023 Jebeile, Julie, Lam, Vincent, Majszak, Mason M., Räz, Tim

Calibration/tuning, Expert judgement, Values

Cites (12)

Citations in the corpus, listed by decreasing publication date.

  1. Can Machines Learn How Clouds Work? The Epistemic Implications of Machine Learning Methods in Climate Science. Philosophy of Science. 2021 Kawamleh, Suzanne

    Calibration/tuning, Parameterization

  2. Understanding climate phenomena with data-driven models. Studies in History and Philosophy of Science Part A. 2020 Knüsel, Benedikt, Baumberger, Christoph

    Understanding & explanation

  3. Understanding climate change with statistical downscaling and machine learning. Synthese. 2020 Jebeile, Julie, Lam, Vincent, Räz, Tim

    Regional climate modelling, Understanding & explanation

  4. Model Evaluation: An Adequacy-for-Purpose View. Philosophy of Science. 2020 Parker, Wendy S.

    Adequacy-for-purpose, Confirmation & evaluation

  5. Philosophy and Climate Science. 2018 Winsberg, Eric

  6. Practice and philosophy of climate model tuning across six US modeling centers. Geoscientific Model Development. 2017 Schmidt, Gavin A., Bader, David, Donner, Leo J., Elsaesser, Gregory S., Golaz, Jean-Christophe, Hannay, Cecile, Molod, Andrea, Neale, Richard B., Saha, Suranjana

    Calibration/tuning, Confirmation & evaluation, Ensemble methods

  7. How to develop climate models? The “gamble” of improving climate model parameterizations. In Cultures of Prediction in Atmospheric and Climate Science. 2017 Guillemot, Hélène

    Confirmation & evaluation, Parameterization

  8. The Art and Science of Climate Model Tuning. Bulletin of the American Meteorological Society. 2017 Hourdin, Frédéric, Mauritsen, Thorsten, Gettelman, Andrew, Golaz, Jean-Christophe, Balaji, Venkatramani, Duan, Qingyun, Folini, Doris, Ji, Duoying, Klocke, Daniel, Qian, Yun, Rauser, Florian, Rio, Catherine, Tomassini, Lorenzo, Watanabe, Masahiro, Williamson, Daniel

    Calibration/tuning, Confirmation & evaluation, Parameterization

  9. Model robustness as a confirmatory virtue: The case of climate science. Studies in History and Philosophy of Science Part A. 2015 Lloyd, Elisabeth A.

    Confirmation & evaluation, Robustness, Values

  10. Distinguishing between legitimate and illegitimate values in climate modeling. European Journal for Philosophy of Science. 2015 Intemann, Kristen


  11. Hybrid Models, Climate Models, and Inference to the Best Explanation. The British Journal for the Philosophy of Science. 2013 Katzav, Joel

    Confirmation & evaluation, Understanding & explanation

  12. Holism, entrenchment, and the future of climate model pluralism. Studies in History and Philosophy of Science Part B: Studies in History and Philosophy of Modern Physics. 2010 Lenhard, Johannes, Winsberg, Eric

    Confirmation & evaluation, Confirmational holism

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