Learning Probabilistic Stochastic Models from Probabilistic Examples

Posted in Science on August 19, 2008


Learning Probabilistic Stochastic Models from Probabilistic Examples

Lecture slides:

  • Learning probabilistic logic models from probabilistic examples
  • Introduction
  • Background and motivation
  • Abductive SLPs
  • Learning metabolic network inhibition
  • Metabolic network inhibition learned by Abductive ILP
  • Extracting Probabilistic Examples from scientific data
  • Experiments learning metabolic network inhibition
  • Experiment results
  • Metabolic network inchibition learned by Abductive SLPs
  • Abductive SLP models
  • Discussion and conclusions

Author: Stephen Muggleton, Imperial College London

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