Three-node Example to Compute iRAM (impulse response analysis metric)5 years ago
Overview | Outline of Tutorial | Step 1. Prepare simulation of time-series data | Set up a 3 node model | Network graph | Simulate time-series | Plot the simulated time-series | Step 2. Apply Intraindividual Variability Method (unified Structural SEM, uSEM) on multivariate time-series data | Use uSEM to fit the model and parse parameters. | Step 3. Apply a network analysis method (also called impulse reponse analysis) on person-specific network | Set parameters for impulse response analysis | Step 4. Calculate impulse response analysis metric (iRAM) | Point estimation of iRAM | Plot time profile | Bootstraped iRAM | Plot boostrapped time profiles | Plot boostrapped iRAM distribution | Check accuracy of iRAM estimation | Summary statistics | Integrated form of impulse respnose analysis | Compute the equilibrium | Plot the time profile in the integrated form