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Dr. Sarah Chen
Stanford · Interpretability · NLP
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Nova · Professor Researcher · re-ranking top 20…
Han Hong

Han Hong

Verified

Stanford University · Economics

Active 1968–2024

h-index51
Citations12.2k
Papers42086 last 5y
Funding$883k
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Research topics

  • Computer Science
  • Applied mathematics
  • Mathematics
  • Statistics
  • Artificial Intelligence
  • Mathematical analysis
  • Mathematical optimization
  • Econometrics

Selected publications

  • Constrained estimation using penalization and MCMC

    Journal of Econometrics · 2021 · 4 citations

    • Computer Science
    • Mathematics
    • Mathematical optimization
  • The numerical bootstrap

    The Annals of Statistics · 2020 · 29 citations

    1st authorCorresponding
    • Computer Science
    • Artificial Intelligence
    • Mathematics

    This paper proposes a numerical bootstrap method that is consistent in many cases where the standard bootstrap is known to fail and where the $m$-out-of-$n$ bootstrap and subsampling have been the most commonly used inference approaches. We provide asymptotic analysis under both fixed and drifting parameter sequences, and we compare the approximation error of the numerical bootstrap with that of the $m$-out-of-$n$ bootstrap and subsampling. Finally, we discuss applications of the numerical bootstrap, such as constrained and unconstrained M-estimators converging at both regular and nonstandard rates, Laplace-type estimators, and test statistics for partially identified models.

  • BLP estimation using Laplace transformation and overlapping simulation draws

    Journal of Econometrics · 2020 · 11 citations

    1st authorCorresponding
    • Mathematics
    • Applied mathematics
    • Statistics

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