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4 results for TICe

Paper introduces MIC*, a new measure of dependence that is equitable and powerful.

problem Finding the strongest relationships in high-dimensional data sets.
method Introduces MIC*, a population measure of dependence, and defines three ways to view it. Proposes efficient algorithms for computing MIC* and a consistent estimator MICe.
result MICe and TICe show better equitability and power against independence.

Empirical study of leading measures of dependence for data analysis.

problem Identifying promising pairwise associations in data analysis.
method Extensive empirical evaluation of equitability, power against independence, and runtime of several measures of dependence.
result MICe is most equitable on functional relationships, while TICe is state-of-the-art in power against independence.