Expectation-Maximizing Network Reconstruction and MostApplicable Network Types Based on Binary Time Series Data
基于二元时间序列的期望最大化网络重构及适用网络类型
Based on the binary time series data of social infection dynamics, we propose a general framework to reconstruct 2-simplex complexes with two-body and three-body interactions by combining the maximum likelihood estimation in statistical inference and introducing the expectation maximization. In order to improve the code running efficiency, the whole algorithm adopts vectorization expression. Through the inference of maximum likelihood estimation, the vectorization expression…