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staff:morris [2018-07-31 23:49]
Christopher Morris [Research Interests]
staff:morris [2018-10-11 14:41] (current)
Christopher Morris [Activities]
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   * Machine learning with graphs,   * Machine learning with graphs,
-  * Algorithm Engineering,​+  * Algorithm Engineering, ​Algorithmic Data Analysis
   * Combinatorial optimization and graph algorithms   * Combinatorial optimization and graph algorithms
  
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 ======= Refereed Conference Articles ======= ======= Refereed Conference Articles =======
 +
 +  * **Hierarchical Graph Representation Learning with Differentiable Pooling** ​ (Preprint ''​[[https://​arxiv.org/​abs/​1806.08804|arXiv:​1806.08804]]''​) \\ Rex Ying, Jiaxuan You, Christopher Morris, Xiang Ren, William L. Hamilton, Jure Leskovec. \\ // Neural Information Processing Systems (NIPS) 2019, spotlight presentation,​ and KDD Deep Learning Day 2018. //
  
   * ** [[https://​www.ijcai.org/​proceedings/​2018/​325|A Property Testing Framework for the Theoretical   * ** [[https://​www.ijcai.org/​proceedings/​2018/​325|A Property Testing Framework for the Theoretical
 Expressivity of Graph Kernels]] ** \\ [[staff:​kriege|Nils M. Kriege]], Christopher Morris, [[http://​ls2-www.cs.tu-dortmund.de/​grav/​de/​grav_files/​people/​rey|Anja Rey]], [[http://​ls2-www.cs.tu-dortmund.de/​grav/​de/​grav_files/​people/​sohler/​|Christian Sohler]], \\ // International Joint Conference on Artificial Intelligence (IJCAI) 2018.// Expressivity of Graph Kernels]] ** \\ [[staff:​kriege|Nils M. Kriege]], Christopher Morris, [[http://​ls2-www.cs.tu-dortmund.de/​grav/​de/​grav_files/​people/​rey|Anja Rey]], [[http://​ls2-www.cs.tu-dortmund.de/​grav/​de/​grav_files/​people/​sohler/​|Christian Sohler]], \\ // International Joint Conference on Artificial Intelligence (IJCAI) 2018.//
  
-  * **[[http://​ieeexplore.ieee.org/​document/​8215505/​|Glocalized Weisfeiler-Lehman Graph Kernels: Global-Local Feature Maps of Graphs]] ** (Preprint ''​[[https://​arxiv.org/​abs/​1703.02379|arXiv:​1703.02379]]''​) \\ Christopher Morris, [[http://​www.ml.informatik.tu-darmstadt.de/​|Kristian Kersting]], ​ [[staff:​mutzel|Petra Mutzel]], \\ //IEEE International Conference on Data Mining (IEEE ICDM) 2017, Full Paper.//\\ [[https://​github.com/​chrsmrrs/​glocalwl|[Source Code]]] [[https://​de.slideshare.net/​ChristopherMorris104/​glocalized-weisfeilerlehman-graph-kernels-globallocal-feature-maps-of-graphs-82159453|[Slides]]]+  * **[[http://​ieeexplore.ieee.org/​document/​8215505/​|Glocalized Weisfeiler-Lehman Graph Kernels: Global-Local Feature Maps of Graphs]] ** (Preprint ''​[[https://​arxiv.org/​abs/​1703.02379|arXiv:​1703.02379]]''​) \\ Christopher Morris, [[http://​www.ml.informatik.tu-darmstadt.de/​|Kristian Kersting]], ​ [[staff:​mutzel|Petra Mutzel]], \\ //IEEE International Conference on Data Mining (IEEE ICDM) 2017, full paper.//\\ [[https://​github.com/​chrsmrrs/​glocalwl|[Source Code]]] [[https://​de.slideshare.net/​ChristopherMorris104/​glocalized-weisfeilerlehman-graph-kernels-globallocal-feature-maps-of-graphs-82159453|[Slides]]]
  
   * **[[https://​link.springer.com/​chapter/​10.1007%2F978-3-319-71273-4_37|Recent Advances in Kernel-Based Graph Classification]]** \\ [[staff:​kriege|Nils M. Kriege]], Christopher Morris\\ // European Conference on Machine Learning & Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) 2017, Nectar Track.//\\ [[https://​de.slideshare.net/​secret/​dKvWYSuOwqSObF|[Slides]]]   * **[[https://​link.springer.com/​chapter/​10.1007%2F978-3-319-71273-4_37|Recent Advances in Kernel-Based Graph Classification]]** \\ [[staff:​kriege|Nils M. Kriege]], Christopher Morris\\ // European Conference on Machine Learning & Principles and Practice of Knowledge Discovery in Databases (ECML PKDD) 2017, Nectar Track.//\\ [[https://​de.slideshare.net/​secret/​dKvWYSuOwqSObF|[Slides]]]
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   * **A Unifying View of Explicit and Implicit Feature Maps for Structured Data: Systematic Studies of Graph Kernels** ​ (Preprint ''​[[https://​arxiv.org/​abs/​1703.00676|arXiv:​1703.00676]]''​) \\ [[staff:​kriege|Nils M. Kriege]], [[https://​sites.wustl.edu/​neumann|Marion Neumann]], Christopher Morris, [[http://​www-ai.cs.uni-dortmund.de/​PERSONAL/​kersting.html|Kristian Kersting]], [[staff:​mutzel|Petra Mutzel]]. \\   * **A Unifying View of Explicit and Implicit Feature Maps for Structured Data: Systematic Studies of Graph Kernels** ​ (Preprint ''​[[https://​arxiv.org/​abs/​1703.00676|arXiv:​1703.00676]]''​) \\ [[staff:​kriege|Nils M. Kriege]], [[https://​sites.wustl.edu/​neumann|Marion Neumann]], Christopher Morris, [[http://​www-ai.cs.uni-dortmund.de/​PERSONAL/​kersting.html|Kristian Kersting]], [[staff:​mutzel|Petra Mutzel]]. \\
  
-  * **Hierarchical ​Graph Representation Learning with Differentiable Pooling**  (Preprint ''​[[https://​arxiv.org/​abs/​1806.08804|arXiv:1806.08804]]''​) \\ Rex Ying, Jiaxuan You, Christopher Morris, ​Xiang Ren, William L. Hamilton, ​Jure Leskovec. ​\\+  * **Weisfeiler and Leman Go Neural: Higher-order ​Graph Neural Networks** (Preprint ''​[[https://​arxiv.org/​abs/​1810.02244|arXiv:1810.02244]]''​) \\ Christopher Morris, ​Martin Ritzert, Matthias Fey, William L. Hamilton, ​Jan Eric Lenssen, Gaurav Rattan, Martin Grohe \\
  
  
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   * [[https://​github.com/​chrsmrrs/​graphclassificationbib/​|Bibliography]]   * [[https://​github.com/​chrsmrrs/​graphclassificationbib/​|Bibliography]]
 ===== Activities ===== ===== Activities =====
 +  * 02.12.2018--08.12.2018:​ [[https://​nips.cc/​|Conference on Neural Information Processing Systems 2018
 +]]
   * 15.01.2018--31.03.2018:​ Research stay at Stanford University with [[http://​cs.stanford.edu/​~jure/​|Jure Leskovec]]   * 15.01.2018--31.03.2018:​ Research stay at Stanford University with [[http://​cs.stanford.edu/​~jure/​|Jure Leskovec]]
   * 18.11.2017--21.11.2017:​ [[http://​http://​icdm2017.bigke.org/​|IEEE International Conference on Data Mining 2017]] (Talk)   * 18.11.2017--21.11.2017:​ [[http://​http://​icdm2017.bigke.org/​|IEEE International Conference on Data Mining 2017]] (Talk)
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   * 28.09.--30.09.2015:​ [[http://​ls2-www.cs.uni-dortmund.de/​acbd|ACBD 2015 -- Algorithmic Challenges of Big Data]]   * 28.09.--30.09.2015:​ [[http://​ls2-www.cs.uni-dortmund.de/​acbd|ACBD 2015 -- Algorithmic Challenges of Big Data]]
   ​   ​
-  ​+
 
Last modified: 2018-07-31 23:49 by Christopher Morris
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