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