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lukeprog comments on Many Weak Arguments vs. One Relatively Strong Argument - Less Wrong
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In machine learning, the approach you're advocating is called ensemble learning, or more narrowly, "Bayesian model combination." Polikar (2006) is a nice overview article.
And for a more recent overview, see Rokach (2010).