Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recent developments have made model-based imputation of network data feasible in principle, but the extant literature provides few practical examples of its use. ,  consider 14 schools from the widely used In-School Survey of Add Health (Harris et al., 2009), applying an ERGM-based estimation and simulation approach to impute the network missing data for each school. Add Health's complex study design leads to multiple types of missingness, and  introduce practical techniques for handing each.  also develop a cross-validation based method – Held-Out Predictive Evaluation (HOPE) – for assessing this approach. Our results suggest that ERGM-based imputation of edge variables is a viable approach to the analysis of complex studies such as Add Health, provided that care is used in understanding and accounting for the study design.
['Cheng Wang', 'Carter T. Butts', 'John R. Hipp', 'Rupa Jose', 'Cynthia M. Lakon']
I am writing a research paper on a idea Multiple imputation for missing edge data: A predictive evaluation method with application to Add Health
[{"from": "human", "value": "I am writing a research paper on a idea Multiple imputation for missing edge data: A predictive evaluation method with application to Add Health"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recent developments have made model-based imputation of network data feasible in principle, but the extant literature provides few practical examples of its use. ,  consider 14 schools from the widely used In-School Survey of Add Health (Harris et al., 2009), applying an ERGM-based estimation and simulation approach to impute the network missing data for each school. Add Health's complex study design leads to multiple types of missingness, and  introduce practical techniques for handing each.  also develop a cross-validation based method \u2013 Held-Out Predictive Evaluation (HOPE) \u2013 for assessing this approach. Our results suggest that ERGM-based imputation of edge variables is a viable approach to the analysis of complex studies such as Add Health, provided that care is used in understanding and accounting for the study design."}]