73 citations · 95 across the 6 of their papers we have counts for
8 papers
Expanding Density-Correlation Machine Learning Representations for Anisotropic Coarse-Grained Particles
Arthur Y. Lin, Kevin K. Huguenin-Dumittan, Yong-Cheol Cho +2
Physics-based, atom-centered machine learning (ML) representations have been instrumental to the effective integration of ML within the atomistic simulation community. Many of thes…
The rule of four: anomalous stoichiometries of inorganic compounds
Elena Gazzarrini, Rose K. Cersonsky, Marnik Bercx +2
Why are materials with specific characteristics more abundant than others? This is a fundamental question in materials science and one that is traditionally difficult to tackle, gi…
A data-driven interpretation of the stability of molecular crystals
Rose K. Cersonsky, Maria Pakhnova, Edgar A. Engel +1
Due to the subtle balance of intermolecular interactions that govern structure-property relations, predicting the stability of crystal structures formed from molecular building blo…
A Route to Hierarchical Assembly of Colloidal Diamond
Yuan Zhou, Rose K. Cersonsky, Sharon C. Glotzer
Photonic crystals, appealing for their ability to control light, are constructed by periodic regions of different dielectric constants. Yet, the structural holy grail in photonic m…
Improving Sample and Feature Selection with Principal Covariates Regression
Rose K. Cersonsky, Benjamin A. Helfrecht, Edgar A. Engel +1
Selecting the most relevant features and samples out of a large set of candidates is a task that occurs very often in the context of automated data analysis, where it can be used t…
Structure-Property Maps with Kernel Principal Covariates Regression
Benjamin A. Helfrecht, Rose K. Cersonsky, Guillaume Fraux +1
Data analyses based on linear methods constitute the simplest, most robust, and transparent approaches to the automatic processing of large amounts of data for building supervised…
Pressure-Tunable Photonic Band Gaps in an Entropic Colloidal Crystal
Rose K. Cersonsky, Julia Dshemuchadse, James A. Antonaglia +2
Materials adopting the diamond structure possess useful properties in atomic and colloidal systems, and are a popular target for synthesis in colloids where a photonic band gap is…
Relevance of Packing to Colloidal Self-Assembly
Rose Cersonsky, Greg van Anders, Paul M. Dodd +1
Since the 1920s, packing arguments have been used to rationalize crystal structures in systems ranging from atomic mixtures to colloidal crystals. Packing arguments have recently b…