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Showing 1 to 2 of 2 for “"differential dependency networks"”.
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Knowledge-fused Identification of Condition-specific Rewiring of Dependencies in Biological Networks
… from random background fluctuations. While differential dependency networks cannot be constructed by existing knowledge alone, effective incorporation of prior knowledge into data-driven approaches can improve the robustness and biological relevance of network inference. Existing studies on …
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Modeling and Characterization of Dynamic Changes in Biological Systems from Multi-platform Genomic Data
… mathematically dynamic changes in biological networks and DNA copy numbers, to develop machine learning algorithms to learn these statistical models from high-throughput biological data, and to demonstrate their applications in systems biological studies. The first part (Chapters 2-4) of the …