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"statistical learning theory" » "statistical modeling theory" (Expand Search), "statistical sampling theory" (Expand Search), "statistical learning theories" (Expand Search), "statistical reasoning theory" (Expand Search), "statistical sharing theory" (Expand Search)
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Mathematical foundation of data science
Published 2020“…Later, the method of chaining and the combinatorial reasoning based on the VC dimensionenables us to bound the subgaussian-incremented processes and random quadratic form, extending two applications about empirical processes and statistical learning theory. The last bulk of thebook commenced with a remarkably useful uniform deviation inequality for random matrices andrandom projections, whose consequences embrace several recoveries of the results proved earlierby different methods and two innovated results - M bound and the Escape theorem. …”
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Final Year Project (FYP)