A Three-Way Model for Collective Learning on Multi-Relational Data

@inproceedings{Nickel2011ATM,
  title={A Three-Way Model for Collective Learning on Multi-Relational Data},
  author={Maximilian Nickel and Volker Tresp and Hans-Peter Kriegel},
  booktitle={ICML},
  year={2011}
}
Relational learning is becoming increasingly important in many areas of application. Here, we present a novel approach to relational learning based on the factorization of a three-way tensor. We show that unlike other tensor approaches, our method is able to perform collective learning via the latent components of the model and provide an efficient algorithm to compute the factorization. We substantiate our theoretical considerations regarding the collective learning capabilities of our model… CONTINUE READING

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References

Publications referenced by this paper.
SHOWING 1-10 OF 21 REFERENCES

Temporal Analysis of Semantic Graphs Using ASALSAN

  • Seventh IEEE International Conference on Data Mining (ICDM 2007)
  • 2007
VIEW 7 EXCERPTS
HIGHLY INFLUENTIAL

Some mathematical notes on three-mode factor analysis

  • Psychometrika
  • 1966
VIEW 5 EXCERPTS
HIGHLY INFLUENTIAL

MATLAB tensor toolbox version 2.4

Bader, W Brett, Kolda, G Tamara
  • URL http://csmr.ca. sandia.gov/~tgkolda/TensorToolbox/
  • 2010

Multivariate structured prediction for learning on semantic web

Huang, Yi, +5 authors Achim
  • In Proceedings of the 20th International Conference on Inductive Logic Programming (ILP),
  • 2010
VIEW 1 EXCERPT

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