Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: The problem of mutual information (MI) estimation based on data-dependent partition is addressed in this work. Sufficient conditions are stipulated on a histogram-based construction to guarantee a strong consistent estimate for the MI. The practical implications of this result are in the specification of a range of design parameters for two data-driven histogram-based approaches — statistically equivalent blocks and tree-structure vector quantizations — to yield density-free strongly consistent estimates for the MI.
['Jorge F. Silva', 'Shrikanth Narayanan']
I am writing a research paper on a idea On data-driven histogram-based estimation for mutual information
[{"from": "human", "value": "I am writing a research paper on a idea On data-driven histogram-based estimation for 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: The problem of mutual information (MI) estimation based on data-dependent partition is addressed in this work. Sufficient conditions are stipulated on a histogram-based construction to guarantee a strong consistent estimate for the MI. The practical implications of this result are in the specification of a range of design parameters for two data-driven histogram-based approaches \u2014 statistically equivalent blocks and tree-structure vector quantizations \u2014 to yield density-free strongly consistent estimates for the MI."}]