44 citations · 267 across the 11 of their papers we have counts for
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physics.comp-ph2018★ 44 cited
Unsupervised machine learning for detection of phase transitions in off-lattice systems II. Applications
R. B. Jadrich, B. A. Lindquist, W. D. Pineros +2
We outline how principal component analysis (PCA) can be applied to particle configuration data to detect a variety of phase transitions in off-lattice systems, both in and out of…
cond-mat.soft2018★ 39 cited
Inverse Design of Multicomponent Assemblies
William D. Piñeros, Beth A. Lindquist, Ryan B. Jadrich +1
Inverse design can be a useful strategy for discovering interactions that drive particles to spontaneously self-assemble into a desired structure. Here, we extend an inverse design…