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Tag: monotonicity

  • Bounds and Identification of Joint Probabilities of Potential Outcomes and Observed Variables under Monotonicity Assumptions

    Bounds and Identification of Joint Probabilities of Potential Outcomes and Observed Variables under Monotonicity Assumptions arXiv:2602.18762v1 Announce Type: new Abstract: Evaluating joint probabilities of potential outcomes and observed variables, and their linear combinations, is a fundamental challenge in causal inference. This paper addresses the bounding and identification of these probabilities in settings with discrete treatment…

  • Designing Trustworthy ML Models: Alan & Aida Discover Monotonicity in Machine Learning

    Designing Trustworthy ML Models: Alan & Aida Discover Monotonicity in Machine Learning Accuracy alone doesn’t guarantee trustworthiness. Monotonicity ensures predictions align with common sense and business rules. The post Designing Trustworthy ML Models: Alan & Aida Discover Monotonicity in Machine Learning appeared first on Towards Data Science. Mehdi Mohammadi Go to original source

  • Fast Gaussian Processes under Monotonicity Constraints

    Fast Gaussian Processes under Monotonicity Constraints arXiv:2507.06677v1 Announce Type: new Abstract: Gaussian processes (GPs) are widely used as surrogate models for complicated functions in scientific and engineering applications. In many cases, prior knowledge about the function to be approximated, such as monotonicity, is available and can be leveraged to improve model fidelity. Incorporating such constraints…