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Incorporating end-user preferences in predictive models

Incorporating end-user preferences in predictive models

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Author(s): Suchi Saria  and  Daniel P. Robinson
Publication date October 2016

Chapter Contents:

  • 8.1 Introduction
  • 8.1.1 Background and motivation
  • 8.1.2 Related work
  • 8.1.3 Key contributions
  • 8.2 Regularizers for complex cost structures
  • 8.2.1 An example from the ICU
  • 8.2.2 The structured regularizer for the general case
  • 8.2.3 Relaxations of our exact structured regularizer
  • 8.3 Numerical experiments
  • 8.3.1 Dataset
  • 8.3.2 Experimental setup
  • 8.3.3 Model diversity
  • 8.3.4 Comparison with the 1 - and scaled 1-norm
  • 8.4 Conclusions and discussion
  • References

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