Sophie Langer

On the rate of convergence of fully connected deep neural network regression estimates

Michael Köhler, Sophie Langer · The Annals of Statistics · 2021 · 120 citations · Full text

Computing, Computer Science, Machine Learning +10

Estimation of a Function of Low Local Dimensionality by Deep Neural Networks

Michael Köhler, Adam Krzyżak, Sophie Langer · IEEE Transactions on Information Theory · 2022 · 29 citations · Full text

Computing, Computer Science, Artificial Intelligence +12

On the rate of convergence of fully connected very deep neural network regression estimates

Michael Köhler, Sophie Langer · arXiv (Cornell University) · 2019 · 18 citations · Full text

Computing, Computer Science, Machine Learning +9

Statistical theory for image classification using deep convolutional neural network with cross-entropy loss under the hierarchical max-pooling model

Michael Köhler, Sophie Langer · Journal of Statistical Planning and Inference · 2024 · 17 citations · Full text

Computing, Computer Science, Computer Vision +16

Deep Learning and MARS: A Connection

Michael Köhler, Adam Krzyżak, Sophie Langer · arXiv (Cornell University) · 2019 · 12 citations · Full text

Computing, Computer Science, Data Science +13