Knowledge-fused differential dependency network models for detecting significant rewiring in biological networks

Mathematics

• Network Model 85%
• Prior Knowledge 57%
• Knowledge 56%
• Open Source 33%
• Data-driven 27%
• Background Modeling 22%
• Parameter Learning 19%
• Cell 18%
• Yeast 16%
• Structural Parameters 16%
• Network Analysis 16%
• Systems Biology 15%
• Microarray Data 15%
• False Positive 15%
• Leverage 15%
• Breast Cancer 15%
• Bioinformatics 15%
• Synthetic Data 14%
• Complex Networks 14%
• Learning Algorithm 14%
• Biological Systems 14%
• Software Package 13%
• Error Rate 13%
• Imperfect 13%
• Small Sample Size 13%
• Convex Optimization 12%
• Experimental Data 12%
• Gene 12%
• Relevance 11%
• Fluctuations 11%
• Background 10%
• Heuristics 10%
• Efficient Algorithms 10%
• Robustness 10%
• Experiment 9%
• Optimization Problem 8%
• Strategy 8%
• Line 8%
• Modeling 7%
• Context 7%
• Demonstrate 7%
• Performance 7%
• Estimate 5%

Engineering & Materials Science

• Systems Biology 32%
• Yeast 29%
• Microarrays 27%
• Convex optimization 26%
• Electric network analysis 24%
• Cells 23%
• Software packages 23%
• Genes 23%
• Learning algorithms 20%
• Sampling 17%
• Experiments 8%

Medicine & Life Sciences

• Learning 21%
• Heuristics 18%
• Systems Biology 17%
• Computational Biology 13%
• Sample Size 13%
• Yeasts 11%
• Datasets 11%
• Software 11%
• Breast Neoplasms 9%
• Cell Line 8%
• Genes 5%