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What is Likelihood-Free Frequentist Inference Techniques about?

The document discusses likelihood-free inference (LFI), particularly in the context of using machine learning to improve inferential methods when traditional likelihoods cannot be evaluated. It highlights the development of new approaches that provide valid inference and diagnostics with finite-sample guarantees, addressing challenges in constructing confidence sets and testing hypotheses. The work aims to unify machine learning with classical statistics to enhance the efficiency and reliability of statisti

Author

Yiqiao Jin

Language

EN