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Unification of Information Maximization and Minimization

Neural Information Processing Systems

In the present paper, we propose a method to unify information maximization and minimization in hidden units. The information maximization and minimization are performed on two different levels: collective and individual level. Thus, two kinds of information: collective and individual information are defined. By maximizing collective information and by minimizing individual information, simple networks can be generated in terms of the number of connections and the number of hidden units. Obtained networks are expected to give better generalization and improved interpretation of internal representations.


Unification of Information Maximization and Minimization

Neural Information Processing Systems

In the present paper, we propose a method to unify information maximization and minimization in hidden units. The information maximization and minimization are performed on two different levels: collective and individual level. Thus, two kinds of information: collective and individual information are defined. By maximizing collective information and by minimizing individual information, simple networks can be generated in terms of the number of connections and the number of hidden units. Obtained networks are expected to give better generalization and improved interpretation of internal representations.


Man Who Tried to Get Trump's Tax Information Awaits Sentence

U.S. News

A Louisiana private investigator faces a possible prison sentence for misusing Donald Trump's Social Security number in repeated attempts to access the president's federal tax information before his 2016 election.


5 Steps to Master Inbound Information

#artificialintelligence

Data on its own has no meaning and serves no purpose. However, data that is presented in context is transformed into information, which can now be understood and used for a purpose. Information that is assembled with a purpose, like a sales contract, becomes content. Let's look at five steps you can take right now to begin your intelligent capture journey.


Virginia Student Seeks to Find Information About Arkansas

U.S. News

"Some of the information that we get for our projects will be from books and websites, but the best information is from the people who live in each state. This is why I am writing to you," Khaled says in his letter to The Bulletin. "I am hoping that you would be willing to send me some items to help me learn more about the best things in your state. It could be things like postcards, maps, pictures, souvenirs, general information, or any other items that would be useful."