Habib N. Najm

1. Entropy-based closure for probabilistic learning on manifolds
   2018/03/21 by C. Soizea, Roger Ghanem, Soizea, C. +17 · 2 citations
   Physics and Astronomy · Computer Science · #Statistical Mechanics and Entropy #Gaussian Processes and Bayesian Inference #Model Reduction and Neural Networks
2. Polynomial Chaos Surrogate Construction for Random Fields with Parametric Uncertainty
   2023/11/01 by Joy N. Mueller, Khachik Sargsyan, Mueller, Joy N. +5 · 3 citations
   Decision Sciences · #Probabilistic and Robust Engineering Design
3. Sparse Low Rank Approximation of Potential Energy Surfaces with\n Applications in Estimation of Anharmonic Zero Point Energies and Frequencies
   2018/08/08 by Prashant Rai, Khachik Sargsyan, Rai, Prashant +5 · 1 citation
   Chemistry · Physics and Astronomy · #Advanced Chemical Physics Studies #Advanced NMR Techniques and Applications #Chemical Physics (physics.chem-ph) #FOS: Physical sciences #Quantum, superfluid, helium dynamics
4. Bayesian Nonlocal Operator Regression (BNOR): A Data-Driven Learning Framework of Nonlocal Models with Uncertainty Quantification
   2022/10/06 by Yi‐Ming Fan, Marta D’Elia, Fan, Yiming +7 · 1 citation
   Engineering · #Composite Material Mechanics #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci) #Mineral Processing and Grinding #Non-Destructive Testing Techniques