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Several classification studies have been conducted to relate molecular expression to disease progression, outcome and vulnerability. These studies have failed except in simple situations. A reason for this has been that classification schemes have in general ignored the heterogeneity of underlying cellular contexts. In this work we conduct a model based study to demonstrate and quantify how existence of contexts degrades classification performance.
Date of Conference: 8-10 June 2008