Table 7 The comparative analysis with existing methods.

From: A human-machine collaborative dynamic group consensus mechanism for mitigating manipulative tendencies

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