Concepedia

Jochen Garcke

JG

Statistics

Publications

30

Citations

2.8K

H-Index

19

Active since

2000

Affiliations

University of Bonn(Current)

Fraunhofer Institute for Algorithms and Scientific Computing

Technische Universität Berlin

Australian National University

University of Cologne

Jochen Garcke is an author at University of Bonn specializing in engineering, data science, and machine learning.

Top concepts

EngineeringData ScienceMachine LearningData MiningComputer ScienceKnowledge DiscoveryPattern RecognitionDimensionality ReductionPredictive AnalyticsNumerical Analysis

Publications per year

2000–2023

30

Publications

30

Explainable Machine Learning for Scientific Insights and Discoveries

Ribana Roscher, Bastian Bohn, Marco F. Duarte et al. · IEEE Access · 2020 · 919 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +14

Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems

Laura von Rueden, Sebastian Mayer, Katharina Beckh et al. · IEEE Transactions on Knowledge and Data Engineering · 2021 · 753 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +20

Data Mining with Sparse Grids

Jochen Garcke, Michael Griebel · Computing · 2001 · 118 citations

Grid Database, Sparse Representation, Engineering +7

Multivariate Regression and Machine Learning with Sums of Separable Functions

Gregory Beylkin, Jochen Garcke, Martin J. Mohlenkamp · SIAM Journal on Scientific Computing · 2009 · 113 citations

Engineering, Machine Learning, Many Variables +23

An Adaptive Sparse Grid Semi-Lagrangian Scheme for First Order Hamilton-Jacobi Bellman Equations

Olivier Bokanowski, Jochen Garcke, Michael Griebel et al. · Journal of Scientific Computing · 2012 · 106 citations · Full text

Numerical Analysis, Mathematical Programming, Hamiltonian Theory +6

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