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A multiresolution approach for the convergence acceleration of multivariate curve resolution methods
Authors:Mathias Sawall,Christoph Kubis,Armin Bö  rner,Detlef Selent,Klaus Neymeyr
Affiliation:1. Universität Rostock, Institut für Mathematik, Ulmenstrasse 69, 18057 Rostock, Germany;2. Leibniz-Institut für Katalyse e.V. an der Universität Rostock, Albert-Einstein-Strasse 29a, 18059 Rostock, Germany
Abstract:Modern computerized spectroscopic instrumentation can result in high volumes of spectroscopic data. Such accurate measurements rise special computational challenges for multivariate curve resolution techniques since pure component factorizations are often solved via constrained minimization problems. The computational costs for these calculations rapidly grow with an increased time or frequency resolution of the spectral measurements.
Keywords:Chemometrics   Factor analysis   Pure component decomposition   Non-negative matrix factorization   Multiresolution methods
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