Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  stress that the field of machine learning would benefit significantly if more work re focused on explaining learning behavior by attending to the connection beten learning strategies and the different types of example distributions. The goal of this paper is to exemplify the benefits of such kind of studies through a simple decomposition of classes into clusters.  show how the decomposition process is instrumental in explaining the behavior of Naive Bayes.  then exploit the same decomposition process to propose a new approach to learning that adapts to the characteristics of the dataset under analysis. Specifically, the idea is to fit models of different complexity over separate regions of the input space.
['Ricardo Vilalta']
I am writing a research paper on a idea Identifying and Characterizing Class Clusters to Explain Learning Performance
[{"from": "human", "value": "I am writing a research paper on a idea Identifying and Characterizing Class Clusters to Explain Learning Performance"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  stress that the field of machine learning would benefit significantly if more work re focused on explaining learning behavior by attending to the connection beten learning strategies and the different types of example distributions. The goal of this paper is to exemplify the benefits of such kind of studies through a simple decomposition of classes into clusters.  show how the decomposition process is instrumental in explaining the behavior of Naive Bayes.  then exploit the same decomposition process to propose a new approach to learning that adapts to the characteristics of the dataset under analysis. Specifically, the idea is to fit models of different complexity over separate regions of the input space."}]