Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In this work the principle of homogeneity beten labels and data clusters is exploited in order to develop a semi-supervised Feature Selection method. This principle permits the use of cluster information to improve the estimation of feature relevance in order to increase selection performance. Mutual Information is used in a Forward-Backward search process in order to evaluate the relevance of each feature to the data distribution and the existent labels, in a context of few labeled and many unlabeled instances.
['Frederico Coelho', 'Antônio de Pádua Braga', 'Michel Verleysen']
I am writing a research paper on a idea Cluster homogeneity as a semi-supervised principle for feature selection using mutual information
[{"from": "human", "value": "I am writing a research paper on a idea Cluster homogeneity as a semi-supervised principle for feature selection using mutual information"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In this work the principle of homogeneity beten labels and data clusters is exploited in order to develop a semi-supervised Feature Selection method. This principle permits the use of cluster information to improve the estimation of feature relevance in order to increase selection performance. Mutual Information is used in a Forward-Backward search process in order to evaluate the relevance of each feature to the data distribution and the existent labels, in a context of few labeled and many unlabeled instances."}]