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At the risk of being computationally costly, the discovered informative factors may still need to be systematically examined to further verify that they are not involved in higher-order interactions.
Future studies will clarify the significance of the discovered informative SNP as a marker associated with SGA synthesis and accumulation.
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In this paper we present a learning algorithm for Type Extension Trees (TET) that discovers informative count-of-count features in the supervised learning setting.
Dr. Chapman is actively studying and discovering informative pathways to improve brain function and cognitive performance in health, injury and disease; identifying novel non-pharmacological and pharmacological treatment approaches, and testing the effect of brain training to exploit brain potential.
Support vector machines have been widely used for classification problems and found to be particularly effective for discovering informative feature patterns for small data sets [ 14].
In further experiment, we will conduct large-scale EST analysis with highly purified PGC population for discovering informative and novel transcripts related to germ cells.
Visualization techniques provide a way to represent these results and discover informative patterns within the structure of a given protein class.
RNA-seq on short-read platforms is a rapid approach for obtaining comprehensive transcriptomic data and to discover informative sequence variants.
Two typical problems that researches want to solve using microarray data are: (1) discovering informative genes for classification based on different cell-types or diseases [ 1]; (2) clustering and arranging genes according to their similarity in expression patterns [ 2].
In addition, the method proved effective in discovering informative features such as genes that are especially relevant for the classification and therefore might be critically important for the biological processes under investigation.
Apparently, Proteny discovers informative clusters that tightly describe the syntenic genes.
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