PLoS ONE (Jan 2013)

MIDClass: microarray data classification by association rules and gene expression intervals.

  • Rosalba Giugno,
  • Alfredo Pulvirenti,
  • Luciano Cascione,
  • Giuseppe Pigola,
  • Alfredo Ferro

DOI
https://doi.org/10.1371/journal.pone.0069873
Journal volume & issue
Vol. 8, no. 8
p. e69873

Abstract

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We present a new classification method for expression profiling data, called MIDClass (Microarray Interval Discriminant CLASSifier), based on association rules. It classifies expressions profiles exploiting the idea that the transcript expression intervals better discriminate subtypes in the same class. A wide experimental analysis shows the effectiveness of MIDClass compared to the most prominent classification approaches.