Research output per year
Research output per year
Personal profile
Short presentation
My research lies at the intersection of computational statistics and machine learning. For more information, please visit my website.
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Gaussian Approximation and Output Analysis for High-Dimensional MCMC
Pengel, A., Yang, J. & Zhou, Z., 2024, arXiv.org, 62 p.Research output: Working paper › Preprint › Research
Open AccessFile7 Downloads (Pure) -
Stereographic Markov Chain Monte Carlo
Yang, J., Łatuszyński, K. & Roberts, G. O., 24 May 2022, arXiv preprint, 86 p.Research output: Working paper › Preprint › Research
Open AccessFile10 Downloads (Pure) -
Complexity results for MCMC derived from quantitative bounds
Yang, J. & Rosenthal, J. S., 1 Apr 2023, In: Annals of Applied Probability. 33, 2, p. 1459-1500Research output: Contribution to journal › Journal article › Research › peer-review
4 Citations (Scopus) -
State-domain change point detection for nonlinear time series regression
Cui, Y., Yang, J. & Zhou, Z., May 2023, In: Journal of Econometrics. 234, 1, p. 3-27Research output: Contribution to journal › Journal article › Research › peer-review
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Dimension-Free Mixing for High-Dimensional Bayesian Variable Selection
Zhou, Q., Yang, J., Vats, D., Roberts, G. O. & Rosenthal, J. S., 1 Nov 2022, In: Journal of the Royal Statistical Society, Series B (Statistical Methodology). 84, 5, p. 1751–1784Research output: Contribution to journal › Journal article › Research › peer-review
8 Citations (Scopus) -
Spectral Inference under Complex Temporal Dynamics
Yang, J. & Zhou, Z., 2 Jan 2022, In: Journal of the American Statistical Association. 117, 537, p. 133-155Research output: Contribution to journal › Journal article › Research › peer-review
6 Citations (Scopus) -
Optimal scaling of random-walk Metropolis algorithms on general target distributions
Yang, J., Roberts, G. O. & Rosenthal, J. S., Oct 2020, In: Stochastic Processes and Their Applications. 30, 10, p. 6094-6132Research output: Contribution to journal › Journal article › Research › peer-review
15 Citations (Scopus) -
Fast-rate PAC-Bayes generalization bounds via shifted rademacher processes
Yang, J., Sun, S. & Roy, D. M., 2019, In: Advances in Neural Information Processing Systems. 32Research output: Contribution to journal › Conference article › Research › peer-review
18 Citations (Scopus)