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Browsing by Author "Bakir, Daniyar"

Browsing by Author "Bakir, Daniyar"

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  • An Efficient Method to Estimate the Optimum Regularization Parameter in RLDA 
    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 ...
  • HIGH-DIMENSIONAL SIGNAL PROCESSING AND STATISTICAL LEARNING 
    Bakir, Daniyar (Nazarbayev University School of Engineering and Digital Sciences, 2017)
    Classical statistical and signal processing techniques are not generally useful in situations wherein the dimensionality (p) of observations is comparable or exceeding the sample size (n). This is mainly due to the fact ...