Table 7 The comparative analysis with existing methods.
Reference | Research problem | Behavior Identification | Behavior Management | Human-machine collaboration |
|---|---|---|---|---|
Sun et al. | Subgroup weight manipulation | Power index | Weight punishment, feedback model | Ă— |
Wu et al. | Individual and subgroup manipulation | Clustering | Feedback model | Ă— |
Dong et al. | Trust relationship manipulation | Clustering | Leadership improvement | Ă— |
Chen et al. | Consensus manipulation | Value measurement | Adjust initial opinion | Ă— |
Liu et al. | Subgroup manipulation | Subgroup manipulation tendency | Anti-Manipulation Weight Function | Ă— |
SASAKI et al. | Strategic manipulation | Game theory | Ă— | Ă— |
Wang et al. | Consensus achievement | Ă— | Ă— | Deep RL |
HASSANI et al. | Weight adjustment | Ă— | Ă— | RL |
Hou et al. | Herd behavior | Behavior consistency | Weight punishment | Clustering |
Proposed method | Manipulation | Manipulation tendency | Trust adjustment | RL |