<p>The height of the bars shows the true positive rate under different levels of association. The dashed line showed the nominal level of 0.05 for detecting (denoted as ‘INT’), (<i>X</i><sub>1</sub>, <i>X</i><sub>2</sub>), and (<i>X</i><sub>3</sub>, <i>X</i><sub>4</sub>).</p
<p><sup>1</sup> Model from which data was generated</p><p><sup>2</sup> Single main association</p><p...
<p>The boundaries of the boxes indicate the 25<sup>th</sup> and 75<sup>th</sup> percentiles, the lin...
<p><b>A</b>) A 2D nonlinearity globally fit across all HOS stimuli for neuron E1C2; projection of th...
<p>Blue bars and yellow bars indicate the numbers of validations which have both Spearman and Pearso...
<p>The performance on simulated datasets for the six comparator GWAS methods and treeWAS, alongside ...
<p>(A) True positive rate under different levels of association for p = 5 and q = 2. (B) True positi...
The scores for the precision, recall, F1-score, and accuracy metrics are shown for all four classifi...
<p>(a) Two input mixtures, modeling rapid transition from predictable to unpredictable input compone...
<p>Data was generated with all interaction parameters set to zero in this plot. For each subplot, th...
<p>Panels show results for association strength (A) 0.3, (B) 0.5, (C) 0.8, and (D) 1.0. The sample s...
<p>Five-fold cross-validation of the linear (blue bars) and the nonlinear (yellow bars) models on th...
<p>The boundaries of the boxes indicate the 25<sup>th</sup> and 75<sup>th</sup> percentiles, the lin...
(a) Performance improvement (increase in correlation coefficient relative to an LN model) as a funct...
<p>(<b>A</b>) The difference in the true-positive rate TP<sub>N</sub>–TP<sub>U</sub> represents the ...
<p>Each square represents the comparison of a network to the reference and is colored according to t...
<p><sup>1</sup> Model from which data was generated</p><p><sup>2</sup> Single main association</p><p...
<p>The boundaries of the boxes indicate the 25<sup>th</sup> and 75<sup>th</sup> percentiles, the lin...
<p><b>A</b>) A 2D nonlinearity globally fit across all HOS stimuli for neuron E1C2; projection of th...
<p>Blue bars and yellow bars indicate the numbers of validations which have both Spearman and Pearso...
<p>The performance on simulated datasets for the six comparator GWAS methods and treeWAS, alongside ...
<p>(A) True positive rate under different levels of association for p = 5 and q = 2. (B) True positi...
The scores for the precision, recall, F1-score, and accuracy metrics are shown for all four classifi...
<p>(a) Two input mixtures, modeling rapid transition from predictable to unpredictable input compone...
<p>Data was generated with all interaction parameters set to zero in this plot. For each subplot, th...
<p>Panels show results for association strength (A) 0.3, (B) 0.5, (C) 0.8, and (D) 1.0. The sample s...
<p>Five-fold cross-validation of the linear (blue bars) and the nonlinear (yellow bars) models on th...
<p>The boundaries of the boxes indicate the 25<sup>th</sup> and 75<sup>th</sup> percentiles, the lin...
(a) Performance improvement (increase in correlation coefficient relative to an LN model) as a funct...
<p>(<b>A</b>) The difference in the true-positive rate TP<sub>N</sub>–TP<sub>U</sub> represents the ...
<p>Each square represents the comparison of a network to the reference and is colored according to t...
<p><sup>1</sup> Model from which data was generated</p><p><sup>2</sup> Single main association</p><p...
<p>The boundaries of the boxes indicate the 25<sup>th</sup> and 75<sup>th</sup> percentiles, the lin...
<p><b>A</b>) A 2D nonlinearity globally fit across all HOS stimuli for neuron E1C2; projection of th...
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