Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recently, the Modularity Maximization clustering problem has been the subject of relevant research in community identification. Hover, it is known that there are an exponential number of suboptimal partitions. This leads to limitations in the development of optimization methods since there are several partitions identified as almost optimal. ,  aim at identifying how node features can influence the number of suboptimal partitions.  show that nodes with small degree dictate the number of suboptimal partitions.  then demonstrate that degree is the most important feature of the nodes, as it defines the magnitude of this value in obtaining suboptimal partitions.  present experimental results that validate our hypothesis and theoretical results. Finally,  show two examples of heuristics that are improved by using our findings.
['Rafael de Santiago', 'Luis C. Lamb']
I am writing a research paper on a idea On the role of degree influence in suboptimal modularity maximization
[{"from": "human", "value": "I am writing a research paper on a idea On the role of degree influence in suboptimal modularity maximization"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recently, the Modularity Maximization clustering problem has been the subject of relevant research in community identification. Hover, it is known that there are an exponential number of suboptimal partitions. This leads to limitations in the development of optimization methods since there are several partitions identified as almost optimal. ,  aim at identifying how node features can influence the number of suboptimal partitions.  show that nodes with small degree dictate the number of suboptimal partitions.  then demonstrate that degree is the most important feature of the nodes, as it defines the magnitude of this value in obtaining suboptimal partitions.  present experimental results that validate our hypothesis and theoretical results. Finally,  show two examples of heuristics that are improved by using our findings."}]