C. Zeni

activity

20182022

n

-body force fields from machine learning

150 citations · 491 across the 9 of their papers we have counts for

collaborators

Showing 2018Show all

2 papers · 1 filter

physics.comp-ph2018★ 51 cited

Building machine learning force fields for nanoclusters

Claudio Zeni, Kevin Rossi, Aldo Glielmo +4

We assess Gaussian process (GP) regression as a technique to model interatomic forces in metal nanoclusters by analysing the performance of 2-body, 3-body and many-body kernel func…

physics.comp-ph2018★ 150 cited

Efficient nonparametric $n$ -body force fields from machine learning

Aldo Glielmo, Claudio Zeni, Alessandro De Vita

We provide a definition and explicit expressions for $n$ -body Gaussian Process (GP) kernels which can learn any interatomic interaction occurring in a physical system, up to $n$ -bo…

Building machine learning force fields for nanoclusters

Efficient nonparametric n-body force fields from machine learning

Efficient nonparametric $n$ -body force fields from machine learning