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Просмотр School of Engineering and Digital Sciences по автору "Zollanvari, Amin"
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Bakir, Daniyar; Pappachen, Alex James; Zollanvari, Amin
(2016)
Motivation: The biomarker discovery process in high-throughput genomic profiles has presented the statistical learning community with a challenging problem, namely learning when the number of variables is comparable or ...
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Mathew, Joshin; Zollanvari, Amin; James, Alex Pappachen
(IEEE, 2017)
Noise reduction is a fundamental operation in image quality enhancement. In recent years, a large body of techniques at the crossroads of statistics and functional analysis have been developed to minimize the blurring ...
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Zollanvari, Amin
(Cancer Informatics, 2016-04-12)
High-dimensional data generally refer to data in which the number of variables is larger than the sample size. Analyzing such datasets poses great challenges for classical statistical learning because the finite-sample ...
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Zollanvari, Amin; Dougherty, Edward R.
(Eurasip Journal on Bioinformatics and Systems Biology, 2016)
In classification, prior knowledge is incorporated in a Bayesian framework by assuming that the feature-label distribution belongs to an uncertainty class of feature-label distributions governed by a prior distribution. A ...