Michael DeWeese's research while affiliated with University of California, Berkeley and other places
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Publications (2)
Non-invasive and label-free spectral microscopy (spectromicroscopy) techniques can provide quant. biochem. information complementary to genomic sequencing, transcriptomic profiling, and proteomic analyses. However, spectromicroscopy techniques generate high-dimensional data; acquisition of a single spectral image can range from tens of minutes to h...
Non-invasive and label-free spectral microscopy (spectromicroscopy) techniques can provide quantitative biochemical information complementary to genomic sequencing, transcriptomic profiling, and proteomic analyses. However, spectromicroscopy techniques generate high-dimensional data; acquisition of a single spectral image can range from tens of min...
Citations
... [34][35][36] In 2005, Quiepo et al. provided an extensive overview of surrogate-based analysis and optimization. 37 Recently implemented AADA approaches for scanning hyperspectral imaging have utilized hybrid sequential design strategies for surrogate model construction 38 and Gaussian process (GP) based surrogate model construction 39,40 approaches to date. The commonality conserved in these approaches is that one can replace costly model simulations with cheaper surrogate model alternatives that can undergo optimization via adaptive sampling approaches, thereby decreasing the total computational burden per adaptive sampling loop iteration. ...
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