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Although high-dimensional sparse models have been widely used in genetic association studies (Cantor et al. 2010; Engelhardt and Stephens 2010; Stegle et al. 2010; Parts et al. 2011; Zhou and Stephens 2012) to our knowledge, sparsity has not yet been applied to estimating a G-matrix.
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