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Information in morphological characters.

Congyu Yu1,2, Qigao Jiangzuo1,3,4,5, Emanuel Tschopp1,6

  • 1Division of Paleontology American Museum of Natural History New York NY USA.

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Summary
This summary is machine-generated.

This study defines paleontological information using information theory, linking it to communication engineering. Applying these concepts to fossil data reveals character saturation issues and proposes information entropy for character weighting in evolutionary studies.

Keywords:
character weightinginformation theorymorphologysystematics

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Area of Science:

  • Paleontology
  • Systematics
  • Information Theory

Background:

  • Morphological character matrices are crucial for paleontological systematic studies.
  • The concept of 'information' in paleontology lacks a clear, standardized definition.
  • Fossil incompleteness complicates the identification of homologous and homoplastic structures.

Purpose of the Study:

  • To define and quantify paleontological information using principles from information theory.
  • To establish connections between paleontological systematic study and communication system engineering.
  • To propose information entropy as a criterion for character weighting in phylogenetic analyses.

Main Methods:

  • Applied information theory concepts (source coding, channel coding) to paleontological data.
  • Analyzed information properties (source entropy, mutual information, channel capacity) of character matrices from six vertebrate groups.
  • Tested information entropy as a character weighting method in parsimony-based systematic studies.

Main Results:

  • Information is defined as the decrease in uncertainty, enabling the distinction of operational taxonomic units (OTUs) and evolutionary reconstruction.
  • Channel capacity estimations indicated character saturation in all analyzed matrices, suggesting oversampling can degrade matrix quality due to noise.
  • Information entropy proved effective as a character weighting criterion, yielding results consistent with existing knowledge, offering good resolution and interpretability.

Conclusions:

  • Paleontological systematic studies can be enhanced by adopting communication system engineering principles.
  • Character saturation is a significant issue in morphological matrices, necessitating careful character selection and weighting.
  • Information entropy provides a robust and interpretable method for weighting characters in phylogenetic analyses, improving systematic study outcomes.