Author Topic: Another step towards the Singularity?  (Read 1308 times)

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Offline The E

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Another step towards the Singularity?
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For centuries, scientists have attempted to identify and document analytical laws that underlie physical phenomena in nature. Despite the prevalence of computing power, the process of finding natural laws and their corresponding equations has resisted automation. A key challenge to finding analytic relations automatically is defining algorithmically what makes a correlation in observed data important and insightful. We propose a principle for the identification of nontriviality. We demonstrated this approach by automatically searching motion-tracking data captured from various physical systems, ranging from simple harmonic oscillators to chaotic double-pendula. Without any prior knowledge about physics, kinematics, or geometry, the algorithm discovered Hamiltonians, Lagrangians, and other laws of geometric and momentum conservation. The discovery rate accelerated as laws found for simpler systems were used to bootstrap explanations for more complex systems, gradually uncovering the “alphabet” used to describe those systems

Full release: http://ccsl.mae.cornell.edu/sites/default/files/Science09_Schmidt.pdf
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Offline Bobboau

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Re: Another step towards the Singularity?
it would have been cool if they would hae said something along the lines of "however the system has also come up with a number of other equations who's function we have yet to determine"
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Offline The E

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Re: Another step towards the Singularity?
Well, they are sort of hoping that they will. http://technologyreview.com/blog/arxiv/25833/?p1=Blogs

There's also a website where you can check the algorithm yourself: http://ccsl.mae.cornell.edu/eureqa
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Offline Kosh

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Re: Another step towards the Singularity?
Kind of reminds me of the "Jumping Jesus Phenomenon", which states the amount of accumulated knowledge throughout history has been increasing on an exponential rate, eventually leading up to it  eventually doubling every few days, then every few hours, etc.
"The reason for this is that the original Fortran got so convoluted and extensive (10's of millions of lines of code) that no-one can actually figure out how it works, there's a massive project going on to decode the original Fortran and write a more modern system, but until then, the UK communication network is actually relying heavily on 35 year old Fortran that nobody understands." - Flipside

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Offline General Battuta

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Re: Another step towards the Singularity?
Kind of reminds me of the "Jumping Jesus Phenomenon", which states the amount of accumulated knowledge throughout history has been increasing on an exponential rate, eventually leading up to it  eventually doubling every few days, then every few hours, etc.

That's basically what it is.