All edges were found in each of 1000 network reconstructions from randomly subsampled data.</p
<p>Predicted edges were to be ranked from most confidence to least confidence that the edge is prese...
<p>A) Performance over networks as connections are added to an empty network based on node degree (l...
Network structures, such as social networks, web graphs and networks from systems biology, play impo...
<p>The probability distribution of edge values (<i>w<sub>ij</sub></i>) after BP (A, left) are simila...
<p>(<b>a</b>) The reconstructed network from data without using any prior. (<b>b</b>) Reconstructed ...
Inference and reconstruction of biological networks from heterogeneous data is currently an active r...
<p>We compared edge prediction performance between active and random learners, summarized over five ...
<p>Rows show inferred connections over a simulated cluster as a function of samples. Red and blue ed...
<p>The number of teams that identify an edge at a specified cutoff is a measure of how easy or diffi...
International audienceMOTIVATION: Inference and reconstruction of biological networks from heterogen...
<p>Rows show misclassified edges in the adjacency matrices <i>W</i> and <i>H</i> as a function of sa...
<p>We compare the edge density distribution of the recovered inter neuron connectivity matrices in b...
<p>True −− network metrics indicated where appropriate. The dotted line ⋯ shows the level of the fal...
2014 We give algorithms with provable guarantees that learn a class of deep nets in the generative m...
<p>Using the regulator-DEGs identified in the deletion mutants experiments as reference, the “No. of...
<p>Predicted edges were to be ranked from most confidence to least confidence that the edge is prese...
<p>A) Performance over networks as connections are added to an empty network based on node degree (l...
Network structures, such as social networks, web graphs and networks from systems biology, play impo...
<p>The probability distribution of edge values (<i>w<sub>ij</sub></i>) after BP (A, left) are simila...
<p>(<b>a</b>) The reconstructed network from data without using any prior. (<b>b</b>) Reconstructed ...
Inference and reconstruction of biological networks from heterogeneous data is currently an active r...
<p>We compared edge prediction performance between active and random learners, summarized over five ...
<p>Rows show inferred connections over a simulated cluster as a function of samples. Red and blue ed...
<p>The number of teams that identify an edge at a specified cutoff is a measure of how easy or diffi...
International audienceMOTIVATION: Inference and reconstruction of biological networks from heterogen...
<p>Rows show misclassified edges in the adjacency matrices <i>W</i> and <i>H</i> as a function of sa...
<p>We compare the edge density distribution of the recovered inter neuron connectivity matrices in b...
<p>True −− network metrics indicated where appropriate. The dotted line ⋯ shows the level of the fal...
2014 We give algorithms with provable guarantees that learn a class of deep nets in the generative m...
<p>Using the regulator-DEGs identified in the deletion mutants experiments as reference, the “No. of...
<p>Predicted edges were to be ranked from most confidence to least confidence that the edge is prese...
<p>A) Performance over networks as connections are added to an empty network based on node degree (l...
Network structures, such as social networks, web graphs and networks from systems biology, play impo...
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