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Table 5 Example of policy evaluation

From: Influence maximization in social media networks concerning dynamic user behaviors via reinforcement learning

State

Action

Influence

\(\varvec{s}\)

\(\varvec{a}\)

\(Q^{\pi }(\varvec{s},\varvec{a})\)

\(\left( \,\begin{matrix} 0 &{} 0 &{} 0 &{} 0 \\ 0 &{} 0 &{} 0 &{} 0 \end{matrix}\,\right)\)

\(\left( \,\begin{matrix} 1 &{} 0 &{} 0 &{} 0 \\ 1 &{} 0 &{} 0 &{} 0 \end{matrix}\,\right)\)

3.27869

\(\left( \,\begin{matrix} 1 &{} 0 &{} 0 &{} 0 \\ 0 &{} 1 &{} 0 &{} 0 \end{matrix}\,\right)\)

3.09836

\(\left( \,\begin{matrix} 1 &{} 0 &{} 0 &{} 0 \\ 0 &{} 0 &{} 1 &{} 0 \end{matrix}\,\right)\)

3.22414

\(\vdots\)

\(\vdots\)

\(\left( \,\begin{matrix} 0 &{} 0 &{} 0 &{} 1 \\ 0 &{} 0 &{} 0 &{} 1 \end{matrix}\,\right)\)

3.90909