Pointwise Information Decomposition Using the Specificity and Ambiguity Lattices

@article{Finn2018PointwiseID,
  title={Pointwise Information Decomposition Using the Specificity and Ambiguity Lattices},
  author={Conor Finn and Joseph T. Lizier},
  journal={CoRR},
  year={2018},
  volume={abs/1801.09010}
}
What are the distinct ways in which a set of predictor variables can provide information about a target variable? When does a variable provide unique information, when do variables share redundant information, and when do variables combine to provide complementary information? The redundancy lattice from the partial information decomposition of Williams and Beer provided a promising glimpse at the answer to these questions; however, this structure was constructed using a much criticised measure… CONTINUE READING
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