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New Machine Learning Techniques for Simulation-Based Inference InferoStatic Nets, Kernel Score Estimation, and Kernel Likelihood Ratio Estimation

K Kong, KT Matchev, S Mrenna… - arXiv preprint arXiv …, 2022 - arxiv.org
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We propose an intuitive, machine-learning approach to multiparameter inference, dubbed the InferoStatic Networks (ISN) method, to model the score and likelihood ratio …

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BibTeX

@misc{kong2023newmachinelearningtechniques,
      title={New Machine Learning Techniques for Simulation-Based Inference InferoStatic Nets, Kernel Score Estimation, and Kernel Likelihood Ratio Estimation}, 
      author={Kyoungchul Kong and Konstantin T. Matchev and Stephen Mrenna and Prasanth Shyamsundar},
      year={2023},
      eprint={2210.01680},
      archivePrefix={arXiv},
      primaryClass={stat.ML},
      url={https//arxiv.org/abs/2210.01680}, 
}

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