Binary classification neural networks

Neural network diagnostic classification of complex binary systems
The E.coli metabolic network V=AyzOUbkUf3M
Google Tech Talks
November, 29 2007
In the 1980's, new learning algorithms for neural networks promised to
solve difficult classification tasks, like speech or object recognition,
by learning many layers of non-linear features. The results were
disappointing for two reasons: There was never enough labeled data to
learn millions of complicated features and the learning was much too slow
in deep neural networks with many layers of features. These problems can
now be overcome by learning one layer of features at a time and by
changing the goal of learning. Instead of trying to predict the labels,
the learning algorithm tries to create a generative model that produces
data which looks just like the unlabeled training data. These new neural
networks outperform other machine learning methods when labeled data is
scarce but unlabeled data is plentiful. An application to very fast
document retrieval will be described.
Speaker: Geoffrey Hinton
Geoffrey Hinton received his BA in experimental psychology from Cambridge in
1970 and his PhD in Artificial Intelligence from Edinburgh in 1978. He did
postdoctoral work at Sussex University and the University of California San
Diego and spent


Elsevier An empirical study of impact of crossover operators on the performance of non-binary genetic algorithm based neural approaches for classification [An article from: Computers and Operations Research]
Book (Elsevier)

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2009-05-08 08:18:59 by vivattown

That is a misunderstanding of Biblical prophecy
the antichrist will not have a 7 year reign, this is commonly referred to as the 'seven years of tribulation'. find that phrase for me in the Bible- it doesnt exist.
it is a misunderstanding of the 70 weeks prophecy located in Daniel 9:24-27. the Jews have placed a talmudic curse on anyone that attempts to calculate the numbers give in these verses because it proves that Jesus was the Messiah. It proves the date He would come, how long His ministry would last, and that He would be crucified 3 and 1/2 years into His ministry.
today, prevalent in theology (read that, Jesuit theology-- which has slithered its way into protestant seminaries ((preterism/futurism))) has come up with the idea that the last 'week' (7 days, or,...

I posted this story in anothr forum but thought

2009-05-07 10:03:30 by ronca

Someone here might gain something from it. It is true.
For the past week I have had prolonged bouts of crying. I have not been able to sleep or eat and didnt answer the phone. What would cause this? Death in the family? Losing the house? Cancer diagnosis? Not at all.
My depression has been over the stock market. Not over how much money I've lost, but rather how much money I would have made had I not sold my stock. I invested 50% of our money into it so we're not talking chump change. It would have been enough to buy a house, more as it continues to climb.
Now I am not normally an emotional person. Prior to investing in the markets, I maybe would cry 1-2 times a year and always for a reason. I have a good life with no money worries, loving husband, my health, etc. but I...

Obama has prescience.

2008-06-11 12:43:59 by Drosophila

Cut and paste the whole link.
Good afternoon. Let me begin by saying that although this has been billed as an anti-war rally, I stand before you as someone who is not opposed to war in all circumstances.
The Civil War was one of the bloodiest in history, and yet it was only through the crucible of the sword, the sacrifice of multitudes, that we could begin to perfect this union, and drive the scourge of slavery from our soil. I don’t oppose all wars.
My grandfather signed up for a war the day after Pearl Harbor was bombed, fought in Patton’s army. He saw the dead and dying across the fields of Europe; he heard the stories of fellow troops who first entered Auschwitz and Treblinka. He fought in the name of a larger freedom, part of that arsenal of...

Requiem for Humanity — Equal Rights  — Science 2.0
B) Trinity College researchers have constructed an artificial neural network model that demonstrates that human intelligence evolved from the need for social teamwork. The high levels of intelligence seen in humans, other primates, certain cetaceans, …

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