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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Padua research Archi...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
https://doi.org/10.1201/978100...
Part of book or chapter of book . 2024 . Peer-reviewed
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Inverse Design via PLS Model Inversion

Authors: Daniel Palací-López; Joan Borràs-Ferrís; Pierantonio Facco; Massimiliano Barolo; Alberto Ferrer;

Inverse Design via PLS Model Inversion

Abstract

Ultimately, product formulation requires being able to answer a simple question: what needs to be done in order to guarantee the desired product characteristics? The answer and how to get to it, however, is not as easy to state, and several approaches have been developed in the past to tackle it. This chapter presents key concepts regarding inverse design and provides an overview on some of these approaches, as well as how they relate to several of the previously addressed topics. As a manner of introduction to inverse design, the focus is placed on the partial least squares (PLS) model inversion. This is because PLS-based methods are relatively easy to apply, non-black-box techniques that provide dimensionality reduction through making use of existing collinearity in the data without significant loss of information, which is especially relevant for efficient model inversion when many highly correlated variables are involved

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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