Concepedia

Roman Garnett

RG

Statistics

Publications

51

Citations

4.9K

H-Index

25

Active since

2005

Affiliations

Washington University in St. Louis(Current)

University of Oxford

Carnegie Mellon University

University of Bonn

Uppsala University

Roman Garnett is an author at Washington University in St. Louis specializing in engineering, data science, and computer science.

Top concepts

EngineeringData ScienceComputer ScienceMachine LearningStatistical InferenceKnowledge DiscoveryStatisticsManagementBayesian InferenceUncertainty Quantification

Publications per year

2005–2023

51

Publications

51

Advances in Neural Information Processing Systems 32 (NeurIPS 2019)

Hanna Wallach, Hugo Larochelle, Alina Beygelzimer et al. · SPIRE - Sciences Po Institutional REpository · 2020 · 2.4K citations

A universal noise removal algorithm with an impulse detector

Roman Garnett, T. Huegerich, Charles K. Chui et al. · IEEE Transactions on Image Processing · 2005 · 616 citations

Engineering, Noise Pixels, Noise Reduction +16

Propagation kernels: efficient graph kernels from propagated information

Marion Neumann, Roman Garnett, Christian Bauckhage et al. · Machine Learning · 2015 · 217 citations · Full text

Network Science, Graph Theory, Data Science +9

Bioinspired polarization vision enables underwater geolocalization

Samuel B. Powell, Roman Garnett, N. Justin Marshall et al. · Science Advances · 2018 · 162 citations · Full text

Bayesian optimization for sensor set selection

Roman Garnett, Michael A. Osborne, Stephen Roberts · 2010 · 152 citations

Engineering, Machine Learning, Air Temperature +16

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