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cond-mat.soft2021
High Dimensional Fluctuations in Liquid Water: Combining Chemical Intuition with Unsupervised Learning
Adu Offei-Danso, Ali Hassanali, Alex Rodriguez
The microscopic description of the local structure of water remains an open challenge. Here, we adopt an agnostic approach to understanding water's hydrogen bond network using data…
cond-mat.stat-mech2021★ 31 cited
Intrinsic dimension of path integrals: data mining quantum criticality and emergent simplicity
Tiago Mendes-Santos, Adriano Angelone, Alex Rodriguez +2
Quantum many-body systems are characterized by patterns of correlations that define highly-non trivial manifolds when interpreted as data structures. Physical properties of phases…