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Proposing a Sparse Weighted Directed Network Construction Method and a Novel Mutual-Information based Sparse Feature Selection Algorithm for Multivariate Time-series Analysis and its Application in Medical Diagnostic Problems
(2018-08-24)
The main purpose of this study is feature engineering/learning from multivariate (MV) time-series to achieve a more interpretable model by dimension reduction. This aim is fulfilled in 2 main parts. In part 1, we proposed ...
ONLINE BIOANALYTICAL MASS SPECTROMETRY METHODS FOR ANALYSIS OF SMALL AND LARGE BIOMOLECULES USING ONE- AND TWO-DIMENSIONAL LIQUID CHROMATOGRAPHY
(2018-12-06)
In recent years, the innovation in biomarkers and biotherapeutics has increased the demand for state-of-the-art analytical platforms to achieve reliable and accurate discoveries and quantitative analysis methods. The ...
NANOPORE BIOSENSORS FOR MOLECULAR DETECTION AND ANALYSIS
(2018-05-17)
Nanoscale fabrication techniques have led the march towards a new class of biosensors that were not possible to build in the past due to technological limitations. These molecular nanosensors can have biochemical, ...