Newman, Elizabeth

1. Stable Tensor Neural Networks for Rapid Deep Learning
   2018/11/15 by Elizabeth Newman, Lior Horesh, Newman, Elizabeth +5 · 5 citations
   Computer Science · Mathematics · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Tensor decomposition and applications
2. Train Like a (Var)Pro: Efficient Training of Neural Networks with\n Variable Projection
   2020/07/26 by Elizabeth Newman, Newman, Elizabeth, Lars Ruthotto +5 · 2 citations
   Computer Science · Physics and Astronomy · #49M15 #68T05 #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #I.2.6 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
3. slimTrain -- A Stochastic Approximation Method for Training Separable Deep Neural Networks
   2021/09/28 by Newman, Elizabeth, Chung, Julianne, Chung, Matthias +1 · 1 citation
   #65C20 #65K99 #68T07 #FOS: Computer and information sciences #FOS: Mathematics #G.1.6 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA)
4. Optimal Matrix-Mimetic Tensor Algebras via Variable Projection
   2024/06/11 by Elizabeth Newman, Katherine Keegan, Newman, Elizabeth +1 · 1 citation
   Computer Science · Mathematics · #65F10 #65F55 #65K10 #Algebraic and Geometric Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #G.1.3 #G.1.6 #Mathematics and Applications #Matrix Theory and Algorithms #Numerical Analysis (math.NA) #Optimization and Control (math.OC)