Tuesday, September 21, 2010

The Unreasonable Effectiveness of Google

http://duncan.hull.name/2009/04/17/the-unreasonable-effectiveness-of-google/
http://googleresearch.blogspot.com/2009/03/unreasonable-effectiveness-of-data.html

http://www.biomodels.net/
http://www.sbml.org/

The paper concludes:

“So, follow the data. Choose a representation that can use unsupervised learning on unlabeled data, which is so much more plentiful than labeled data. Represent all the data with a nonparametric model rather than trying to summarize it with a parametric model, because with very large data sources, the data holds a lot of detail. For natural language applications, trust that human language has already evolved words for the important concepts. See how far you can go by tying together the words that are already there, rather than by inventing new concepts with clusters of words. Now go out and gather some data, and see what it can do.”

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