Table 3.
Mathematical and statnet specifications of tested network formation models.
Model | Mathematical specification | Statnet specification |
---|---|---|
Null | Pr(X = sources_net|θ)= θ0*edges) | M0 ← ergm(sources_net ~ edges) |
Node Attributes Only | Pr(X = sources_net|θ)=θ0*edges+θ1*absdiff('Toxicity')+θ2*nodecov('Toxicity')+θ3*absdiff('Upvote_Ratio')+θ4*nodecov('Upvote_Ratio')+θ5*absdiff('Number_of_Comments')+θ6*nodecov('Number_of_Comments')+θ7*absdiff('Word_Count')+θ8*nodecov('Word_Count'))) | M1 ← ergm(sources_net ~ edges+absdiff('Toxicity') +nodecov('Toxicity') +absdiff('Upvote_Ratio') +nodecov('Upvote_Ratio')+ absdiff('Number_of_Comments')+nodecov('Number_of_Comments')+absdiff('Word_Count')+nodecov('Word_Count')) |
Structural and Node Attributes Model | Pr(X = sources_net|θ)=θ0*edges+θ1*absdiff('Toxicity')+θ2*nodecov('Toxicity')+θ3*absdiff('Upvote_Ratio')+θ4*nodecov('Upvote_Ratio')+θ5*absdiff('Number_of_Comments')+θ6*nodecov('Number_of_Comments')+θ7*absdiff('Word_Count')+θ8*nodecov('Word_Count') +θ9*gwesp(0.2, T))) | M2 ← ergm(sources_net.filt ~ edges +gwesp(0.2, T) + absdiff('Toxicity') +nodecov('Toxicity') +absdiff('Upvote_Ratio') +nodecov('Upvote_Ratio') +absdiff('Number_of_Comments') +nodecov('Number_of_Comments')) |