2009
DOI: 10.1021/cc900145d
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Tracking Chemical Processing Pathways in Combinatorial Polymer Libraries via Data Mining

Abstract: Changes in the molecular structure and composition of interpenetrating polymer networks (IPNs) can be used to tailor their properties. While the properties of IPNs are typically different than polymer blends, a clear understanding of the impact of changing polymerization sequence on the physical properties and the corresponding molecular bonding is needed. To address this issue, a data mining approach is used to identify the change with polymerization sequence of tensile and rheological properties of acrylate-… Show more

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Cited by 24 publications
(11 citation statements)
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“…5b and 5c, respectively)25. An Euclidean geometrical mapping metric that considers both the distance between two points as well as the angle between point-origin-point was used to identify similarity in the attributes associated with the targeted functionality of pathogen-like behavior.…”
Section: Resultsmentioning
confidence: 99%
“…5b and 5c, respectively)25. An Euclidean geometrical mapping metric that considers both the distance between two points as well as the angle between point-origin-point was used to identify similarity in the attributes associated with the targeted functionality of pathogen-like behavior.…”
Section: Resultsmentioning
confidence: 99%
“…PCA was applied to all of these databases so that a full description of the system was obtained. The most significant findings are discussed here, while a more in depth description and the implications of PCA will be presented in other work 26…”
Section: Experimental Partmentioning
confidence: 93%
“…The question of which and how many descriptors to choose is a topic that has been extensively studied in [10,11,12,13,14,15]. Here we follow the procedure adopted in [11].…”
Section: A High Dimensional Data Approach To Bandgap Engineeringmentioning
confidence: 99%