Concepedia

Stefan Falkner

SF

15

Publications

1.1K

Citations

13

H-Index

2013

Active since

Affiliations

Emory University(Current)

Laboratório Nacional de Computação Científica

University of Freiburg

Max Planck Institute for Intelligent Systems

Stefan Falkner is an author at Emory University specializing in engineering, computer science, and machine learning.

Top concepts

EngineeringComputer ScienceMachine LearningData ScienceDeep LearningArtificial IntelligenceBayesian OptimizationRobot LearningPhysicsQuantum Science

Publications per year

2013–2020

15

Publications

15

Bayesian optimization with robust Bayesian neural networks

Jost Tobias Springenberg, Aaron Klein, Stefan Falkner et al. · Neural Information Processing Systems · 2016 · 277 citations

Artificial Intelligence, Model Optimization, Hyperparameter Estimation +15

BOHB: Robust and Efficient Hyperparameter Optimization at Scale

Stefan Falkner, Aaron Klein, Frank Hutter · arXiv (Cornell University) · 2018 · 180 citations · Full text

Mathematical Programming, Artificial Intelligence, Engineering +16

Learning Curve Prediction with Bayesian Neural Networks

Aaron Klein, Stefan Falkner, Jost Tobias Springenberg et al. · International Conference on Learning Representations · 2017 · 171 citations

Artificial Intelligence, Engineering, Machine Learning +16

Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets

Aaron Klein, Stefan Falkner, Simon Bartels et al. · arXiv (Cornell University) · 2016 · 139 citations · Full text

Artificial Intelligence, Hyperparameter Optimization, Model Optimization +15

Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search

Arber Zela, Aaron Klein, Stefan Falkner et al. · arXiv (Cornell University) · 2018 · 88 citations · Full text

Artificial Intelligence, Model Optimization, Deep Neural Networks +14

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