A novel rank-based estimator of the quantile dependence function with local acceptance regions allows visualization of dependence structure and supports a finite-sample valid independence test that performs well in power across many alternatives.
We have w0(s) ≡ 1, while w1(s) = r1(s), w 2(s) = r2(s) and w3(s) = r1(s)r2(s)
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Detecting dependence structure: visualization and inference
A novel rank-based estimator of the quantile dependence function with local acceptance regions allows visualization of dependence structure and supports a finite-sample valid independence test that performs well in power across many alternatives.