FlexSCAPE: Data Driven Hypothesis Testing and Generation System
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United States of America Patent
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Issued Date -
Jul 19, 2012
app pub date -
Aug 24, 2010
filing date -
Jul 1, 2009
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Abandoned
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Abstract
The present invention relates to a method for generating hypotheses automatically from graphical models built directly from data. The method of the present invention links three key scientific concepts to enable hypothesis generation from data driven hypothesis-models: including the use of information theory based measures to identify informative feature subsets within the data; the automatic generation of graphical models from the informative data subsets identified from step one; and the application of optimization methods to graphical models to enable hypothesis generation. The integration of these three concepts can enable scalable approaches to hypothesis generation from large, complex data environments. The use of graphical models as the model representation can allow prior knowledge to be effectively integrated into the modeling environment.
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