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\subsubsection{Active Detection}
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\subsubsection{Active Detection}
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In this case, a subset of the botnet protocol are reimplemented to place pseudo-bots or sensors in the network, which will only communicate with other nodes but won't accept or execute commands to perform malicious actions.
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In this case, a subset of the botnet protocol are reimplemented to place pseudo-bots or sensors in the network, which will only communicate with other nodes but won't accept or execute commands to perform malicious actions.
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The difference in behaviour of these sensors from the reference implementation and conspicuous graph properties (\eg{} high $\deg_{\text{in}}$ vs.\ low $\deg_{\text{out}}$) allows botmasters to detect and block the sensor nodes.
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The difference in behaviour from the reference implementation and conspicuous graph properties (\eg{} high $\deg_{\text{in}}$ vs.\ low $\deg_{\text{out}}$) of these sensors allows botmasters to detect and block the sensor nodes.
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%}}} active detection
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%}}} active detection
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