Composite likelihood methods for histogram-valued random variables

20 Mar 2020 Whitaker Thomas Beranger Boris Sisson Scott A.

Symbolic data analysis has been proposed as a technique for summarising large and complex datasets into a much smaller and tractable number of distributions -- such as random rectangles or histograms -- each describing a portion of the larger dataset. Recent work has developed likelihood-based methods that permit fitting models for the underlying data while only observing the distributional summaries... (read more)

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  • COMPUTATION
  • STATISTICS THEORY
  • STATISTICS THEORY