Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Purpose – The purpose of this paper is to address the challenge of opinion mining in text documents to perform further analysis such as community detection and consistency control. More specifically,  aim to identify and extract opinions from natural language documents and to represent them in a structured manner to identify communities of opinion holders based on their common opinions. Another goal is to rapidly identify similar or contradictory opinions on a target issued by different holders. Design/methodology/approach – For the opinion extraction problem  opted for a supervised approach focusing on the feature selection problem to improve our classification results. On the community detection problem,  rely on the Infomap community detection algorithm and the multi-scale community detection framework used on a graph representation based on the available opinions and social data. Findings – The classification performance in terms of precision and recall was significantly improved by adding a set...
['Mihaela Dinsoreanu', 'Rodica Potolea']
I am writing a research paper on a idea Opinion-driven communities&#8217; detection
[{"from": "human", "value": "I am writing a research paper on a idea Opinion-driven communities&#8217; detection"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Purpose \u2013 The purpose of this paper is to address the challenge of opinion mining in text documents to perform further analysis such as community detection and consistency control. More specifically,  aim to identify and extract opinions from natural language documents and to represent them in a structured manner to identify communities of opinion holders based on their common opinions. Another goal is to rapidly identify similar or contradictory opinions on a target issued by different holders. Design/methodology/approach \u2013 For the opinion extraction problem  opted for a supervised approach focusing on the feature selection problem to improve our classification results. On the community detection problem,  rely on the Infomap community detection algorithm and the multi-scale community detection framework used on a graph representation based on the available opinions and social data. Findings \u2013 The classification performance in terms of precision and recall was significantly improved by adding a set..."}]