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. Author manuscript; available in PMC: 2017 Nov 1.
Published in final edited form as: Knowl Inf Syst. 2015 Dec 31;49(2):455–479. doi: 10.1007/s10115-015-0910-z
Algorithm 1 Online Prediction/Inference Alg(𝒳1..T, 𝒢, Λ)
Require: 𝒳1..T individuals' time series behavior records; 𝒢: social network; Λ: model hyperparameters;
1: Loopy t = (l..T)
2:  Perform the dynamic social correlation process according to Eqn. 10.
3:  Estimate conditional probability of St given St−1 according to Eqn. 19.
4:  Online predict individuals' behavior Xt according to Eqn. 21.
5:  Estimate posterior probability of St given observation Xt according to Eqn. 22.
6:  Update Ωt according to Eqn. 27.
7:  Update α by Least Squares Method.
8: END.