Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Ensemble approaches to classication and regression have attracted a great deal of interest in recent years. These methods can be shown both theoretically and empirically to outperform single predictors on a wide range of tasks. One of the elements required for accurate prediction when using an ensemble is recognised to be error \diversity". Hover, the exact meaning of this concept is not clear from the literature, particularly for classication tasks.   rst review the varied attempts to provide a formal explanation of error diversity, including several heuristic and qualitative explanations in the literature. For completeness of discussion  include not only the classication literature but also some excerpts of the rather more mature regression literature, which  believe can still provide some insights.  proceed to survey the various techniques used for creating diverse ensembles, and categorise them, forming a preliminary taxonomy of diversity creation methods. As part of this taxonomy  introduce the idea of implicit and explicit diversity creation methods, and three dimensions along which these may be applied. Finally  propose some new directions that may prove fruitful in understanding classication error diversity.
['G. Brown', 'Jeremy L. Wyatt', 'Rachel E. Harris', 'Xin Yao']
I am writing a research paper on a idea Diversity Creation Methods: A Survey and Categorisation
[{"from": "human", "value": "I am writing a research paper on a idea Diversity Creation Methods: A Survey and Categorisation"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Ensemble approaches to classication and regression have attracted a great deal of interest in recent years. These methods can be shown both theoretically and empirically to outperform single predictors on a wide range of tasks. One of the elements required for accurate prediction when using an ensemble is recognised to be error \\diversity\". Hover, the exact meaning of this concept is not clear from the literature, particularly for classication tasks.   rst review the varied attempts to provide a formal explanation of error diversity, including several heuristic and qualitative explanations in the literature. For completeness of discussion  include not only the classication literature but also some excerpts of the rather more mature regression literature, which  believe can still provide some insights.  proceed to survey the various techniques used for creating diverse ensembles, and categorise them, forming a preliminary taxonomy of diversity creation methods. As part of this taxonomy  introduce the idea of implicit and explicit diversity creation methods, and three dimensions along which these may be applied. Finally  propose some new directions that may prove fruitful in understanding classication error diversity."}]