Four types of evidence

May 17th, 2013
by jodi

A great image “Four types of evidence” appears in a recent paper on probabalistic argumentation schemes1. The delineation of 4 types of evidence2 serves the larger goal of the paper — which is to describe how to combine evidence of different types.

Four Types of Evidence, from Tang et al. ArgMAS2013
Four Types of Evidence, from Tang et al. ArgMAS2013

The four types of evidence depicted are:

  1. Consonant Evidence – each set is wholly contained in another (all sets can be arranged in a nested series of subsets)
  2. Consistent Evidence – have a common element (nonempty intersection of all sets)
  3. Disjoint Evidence – in which there is no overlap (pairwise disjoint intersection of sets)
  4. Arbitrary Evidence – where none of the three preceding situations holds (i.e. there is no consensus but some agreement)

Evidence classification could possibly be thought of in conjunction with argument classification; for the latter, see my earlier musings Towards a Catalog of Argumentation Patterns.

  1. Dempster-Shafer Argument Schemes‘ by Yuqing TangNir OrenSimon Parsons, and Katia Sycara (2013) in Proceedings of ArgMAS 2013. []
  2. These, the authors mention, were drawn from an earlier technical report: K. Stentz and S. Ferson. Combination of evidence in Dempster-Shafer theory. Technical Report SAND 2002-0835, Sandia National Laboratories, 2002. See especially pages 10-13. The context in that technical report, is sensor fusion using Dempster-Shafer Theory, which as I have since learned, is a common approach to combination of evidence. []

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