Publications

Preprints

  1. Exploring Exploration in Bayesian Optimization [arxiv]
    L. Papenmeier, N. Cheng, S. Becker, L. Nardi

  2. A Unified Framework for Entropy Search and Expected Improvement in Bayesian Optimization [arxiv]
    N. Cheng, L. Papenmeier, S. Becker, L. Nardi

  3. Fast algorithms for monotone lower subsets of kronecker least squares problems [arxiv]
    O. A. Malik, Y. Xu, N. Cheng, S. Becker, A. Doostan, and A. Narayan

Journals

  1. Subsampling of parametric models with bi-fidelity boosting [DOI]
    N. Cheng, O. A. Malik, Y. Xu, S. Becker, A. Doostan, and A. Narayan
    SIAM/ASA Journal on Uncertainty Quantification

  2. Bi-fidelity variational auto-encoder for uncertainty quantification [DOI]
    N. Cheng, O. A. Malik, S. De, S. Becker, A. Doostan
    Computer Methods in Applied Mechanics and Engineering

  3. Machine learning application identifies novel gene signatures from transcriptomic data of spontaneous canine hemangiosarcoma [DOI]
    N. Cheng, A. J. Schulte, F. Santosa, and J. H. Kim.
    Briefings in Bioinformatics