Kristian Kersting

Massachusetts Institute of Technology, University of Bonn, Technische Universität Darmstadt, Fraunhofer Institute for Intelligent Analysis and Information Systems, TU Dortmund University, Fraunhofer Society, Hess (United States)

Papers

16

Total Citations

887

H-Index

13

About

No biography available yet.

Research Focus

Computer science16 · 887 citations
Artificial intelligence16 · 887 citations
Machine learning7 · 596 citations
Mathematics8 · 526 citations
Gaussian3 · 428 citations
Gaussian process3 · 428 citations
Pattern recognition (psychology)3 · 352 citations
Algorithm2 · 331 citations
Probabilistic logic7 · 325 citations
Heteroscedasticity1 · 313 citations
Gaussian noise1 · 313 citations
Noise (video)1 · 313 citations

Key Achievements

13
H-Index
16
Papers
887
Total Citations
55
Avg Citations/Paper
🏆 Most Cited Paper
Most likely heteroscedastic Gaussian process regression
313 citations · 2007
📈 Most Prolific Year: 2012 (2 Papers)
🤝 Key Collaborators: 40
🏛 Institutions: Massachusetts Institute of Technology, University of Bonn, Technische Universität Darmstadt, Fraunhofer Institute for Intelligent Analysis and Information Systems, TU Dortmund University, Fraunhofer Society

Top Papers

  1. 1
    Most likely heteroscedastic Gaussian process regression
    313 citations · 2007
  2. 2
    Lifted Probabilistic Inference
    105 citations · 2012
  3. 3
    Quantitative and qualitative phenotyping of disease resistance of crops by hyperspectral sensors: seamless interlocking of phytopathology, sensors, and machine learning is needed!
    105 citations · 2019
  4. 4
    Learning predictive terrain models for legged robot locomotion
    81 citations · 2008
  5. 5
    Data Mining and Pattern Recognition in Agriculture
    56 citations · 2013
  6. 6
    Semantic and geometric reasoning for robotic grasping: a probabilistic logic approach
    45 citations · 2018
  7. 7
    Exploration in relational domains for model-based reinforcement learning
    42 citations · 2012
  8. 8
    A Bayesian regression approach to terrain mapping and an application to legged robot locomotion
    34 citations · 2009
  9. 9
    ExGenNet: Learning to Generate Robotic Facial Expression Using Facial Expression Recognition
    21 citations · 2022
  10. 10
    Graph Kernels for Object Category Prediction in Task-Dependent Robot Grasping
    19 citations · 2013

Key Collaborators

JPJan Peters3 shared papersWBWolfram Burgard3 shared papersCPChristian Plagemann3 shared papersSMSebastian Mischke2 shared papersGMGuilherme Maeda2 shared papersMTMarc Toussaint2 shared papersMNMarion Neumann2 shared papersRLRudolf Lioutikov2 shared papersLALaura Antanas2 shared papersPMPlínio Moreno2 shared papersFVFilipe Veiga2 shared papersCBChristian Bauckhage2 shared papersSPSam Prentice2 shared papersTLTobias Lang2 shared papersMWMirwaes Wahabzada2 shared papersAMAnne‐Katrin Mahlein2 shared papersJSJosé Santos-Victor1 shared papersRSRuth Stock‐Homburg1 shared papersNRNicholas Roy1 shared papersCRChristoph Römer1 shared papers
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