Browsing by Author "Braga-Neto, Ulisses M."
Now showing items 1-8 of 8
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Dalton, Lori Anne (2012-07-16)With the advent of high-throughput genomic and proteomic technologies, in conjunction with the difficulty in obtaining even moderately sized samples, small-sample classifier design has become a major issue in the biological ...
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Zollanvari, Amin (2012-02-14)Error estimation must be used to find the accuracy of a designed classifier, an issue that is critical in biomarker discovery for disease diagnosis and prognosis in genomics and proteomics. This dissertation is concerned ...
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Yadav, Pappu Kumar (2022-07-25)In the past few years, computer vision (CV) has made significant progress due to successive improvements in computing hardware alongside machine learning (ML) and deep learning (DL) algorithms. The progressive improvements ...
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Chen, Ting (2013-09-18)The Coefficient of Determination (CoD) plays an important role in Genomics problems, for instance, in the inference of gene regulatory networks from gene- expression data. However, the inference theory about CoD has not ...
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Imani, Mahdi (2019-02-25)Demand for learning, design and decision making is higher than ever before. Autonomous vehicles need to learn how to ride safely by recognizing pedestrians, traffic signs, and other cars. Companies and consumers need to ...
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Kim, Byung Hak (2012-07-16)The unifying theme of this dissertation is the development of new solutions for decoding and inference problems based on convex optimization methods. Th first part considers the joint detection and decoding problem for ...
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Tan, Yukun (2021-05-03)Nonlinear state-space models have long been used in the statistical signal processing community as a powerful tool for modeling and forecasting the behavior of dynamical systems. However, in the case of a large system with ...
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Afsari, Bahman; Braga-Neto, Ulisses M.; Geman, Donald (The Annals of Applied Statistics, 2014)