Bamdad Hosseini

1. Solving and Learning Nonlinear PDEs with Gaussian Processes
   2021/03/24 by Yifan Chen, Chen, Yifan, Bamdad Hosseini +5 · 18 citations
   Computer Science · Decision Sciences · Physics and Astronomy · #34B15 #35R30 #41A15 #47B34 #60G15 #65M75 #65N35 #65N75 #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Probabilistic and Robust Engineering Design
2. Conditional Optimal Transport on Function Spaces
   2023/11/09 by Bamdad Hosseini, Alexander Hsu, Hosseini, Bamdad +3 · 6 citations
   Biochemistry, Genetics and Molecular Biology · Engineering · Mathematics · #49Q22 #60B05 #62F15 #62G86 #Caveolin-1 and cellular processes #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Probability (math.PR) #Reservoir Engineering and Simulation Methods
3. Error Analysis of Kernel/GP Methods for Nonlinear and Parametric PDEs
   2023/05/08 by Pau Batlle, Batlle, Pau, Yifan Chen +7 · 5 citations
   Physics and Astronomy · Mathematics · Computer Science · #Model Reduction and Neural Networks #Statistical Methods and Inference #Gaussian Processes and Bayesian Inference
4. A kernel framework for learning differential equations and their solution operators
   2024/02/15 by Da Long, Nicole Mrvaljević, Shandian Zhe +1 · 3 citations
   Decision Sciences · Engineering · Physics and Astronomy · #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design #Structural Health Monitoring Techniques
5. Nonlinear Filtering with Brenier Optimal Transport Maps
   2023/10/21 by Mohammad A. Al-Jarrah, Niyizhen Jin, Al-Jarrah, Mohammad +5 · 1 citation
   Computer Science · Engineering · #Target Tracking and Data Fusion in Sensor Networks #Advanced Adaptive Filtering Techniques
6. Gaussian Measures Conditioned on Nonlinear Observations: Consistency, MAP Estimators, and Simulation
   2024/05/21 by Yifan Chen, Bamdad Hosseini, Chen, Yifan +5 · 1 citation
   Environmental Science · #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Probability (math.PR) #Soil Geostatistics and Mapping