Interdependence relationships have defined the foundation of cooperation between agents but have been limited by existing protocols. As a consequence, the idle agents are not able to form joint collaboration and benefit from it. First, the inter-relationship has been studied which it secures agents' mutual gains. It shows the possibility of finding an ideal partner agent and further reduces the number of agents in relationship. Also, the cost required for forming collaboration between agents is noticeable reduced by introducing dependence relationship reduction. Next, the join coalition...