Concepedia

Deep Learning On Graphs (Graphsip Summer School)

Michaël Defferrard

Figshare · 2016 · 5.1K citations · 22 references

Concepts

ComputingComputer ScienceFeature EngineeringMachine LearningNatural Language ProcessingDeep LearningDimensionality ReductionGraph AlgorithmsGraph AnalyticsGraph TheoryGraph-based LearningComplexityConvolutional Neural NetworksGraph EmbeddingsGraph ProcessingGraph Representation LearningGraph Structure LearningLinear ComplexitySpectral Graph Theory

Abstract

Lecture at the EPFL master course A Network Tour of Data Science (https://github.com/mdeff/ntds_2016).

References

22

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

Gradient-based learning applied to document recognition

Yann LeCun, Léon Bottou, Yoshua Bengio et al. · Proceedings of the IEEE · 1998 · 58.2K citations · Full text

Computing, Computer Science, Computer Vision +14

Efficient Estimation of Word Representations in Vector Space

Tomáš Mikolov, Kai Chen, Greg S. Corrado · arXiv (Cornell University) · 2013 · 18.1K citations · Full text

Computing, Computer Science, Computational Linguistics +16

Normalized cuts and image segmentation

Jianbo Shi, Jitendra Malik · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2000 · 15.7K citations

Computing, Computer Science, Computer Vision +12

A tutorial on spectral clustering

Ulrike von Luxburg · Statistics and Computing · 2007 · 10.3K citations · Full text

Computing, Computer Science, Data Mining +10