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Higher Order Indicator with Rank-Related Clustering in Multi-indicator Systems

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Abstract

We extend exploration and application of a compound ranking regime for multi-indicator systems based on partial order theory that coordinates principal down-set, up-set, and comparability. We use this “balance of normalized definitive status (BONDS)” ranking in conjunction with augmented hierarchical clustering for comparing clusters as graded groups to obtain information relevant to number of clusters, group-wise ordering, and interaction of indicators. A case study is conducted with localities as instances (objects) and percentages for kinds of land cover as indicators. Hierarchical clustering is accomplished with the hclust facility of R software in conjunction with customized computational support in R.

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References

  • Allerhand M (2011) A tiny handbook of R. Springer, New York, NY

    Book  MATH  Google Scholar 

  • Brüggemann R, Patil GP (2010) Multicriteria prioritization and partial order in environmental sciences. Environ Ecol Stat 17(4):383–410

    Article  MathSciNet  Google Scholar 

  • Brüggemann R, Patil GP (2011) Ranking and prioritization for multi-indicator systems. Springer, New York, NY

    Book  Google Scholar 

  • Brüggemann R, Voigt K (2008) Basic principles of Hasse diagram technique in chemistry. Comb Chem High Throughput Screen 11:756–769

    Article  Google Scholar 

  • Myers W, Patil GP (2013a) Statistical geoinformatics for human environment interface. Chapman & Hall/CRC, Boca Raton, FL

    Google Scholar 

  • Myers W, Patil GP (2013b) Coordination of contrariety and ambiguity in comparative compositional contexts: balance of normalized definitive status in multi-indicator systems. In: Brüggemann R, Carlsen L, Wittmann J (eds) Multi-indicator systems and modelling in partial order, Chap 8. Springer, New York, NY

    Google Scholar 

  • Patil GP, Taillie C (2004) Multiple indicators, partially ordered sets, and linear extensions: multi-criterion ranking and prioritization. Environ Ecol Stat 11:199–228

    Article  MathSciNet  Google Scholar 

  • R Development Core Team (2008) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0. http://www.R-project.org/

  • Short T (2009) R reference guide. Revolution Computing, New Haven, CT

    Google Scholar 

  • Venables WN, Smith DM, the R Development Core Team (2005) An introduction to R. Network Theory LTD, Bristol

    Google Scholar 

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Correspondence to Wayne L. Myers .

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© 2014 Springer Science+Business Media New York

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Myers, W.L., Patil, G.P. (2014). Higher Order Indicator with Rank-Related Clustering in Multi-indicator Systems. In: Brüggemann, R., Carlsen, L., Wittmann, J. (eds) Multi-indicator Systems and Modelling in Partial Order. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-8223-9_16

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