Deep autoencoder-based community detection in complex networks with particle swarm optimization and continuation algorithms

Mathematics

• Particle Swarm Optimization Algorithm 100%
• Community Detection 95%
• Complex Networks 74%
• Premature Convergence 66%
• Community 63%
• Particle Swarm Optimization 60%
• Continuation 56%
• Local Minima 44%
• Back-propagation Algorithm 33%
• Community Structure 31%
• Execution Time 27%
• Gradient Descent 25%
• Modularity 25%
• Training 22%
• Cost Function 20%
• Scenarios 19%
• Learning 18%
• Objective function 17%
• Optimization 15%
• Experiment 15%
• Model 13%
• Converge 13%

Engineering & Materials Science

• Complex networks 64%
• Particle swarm optimization (PSO) 52%
• Backpropagation 19%
• Cost functions 19%
• Big data 18%
• Deep learning 18%
• Experiments 7%