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20112015
most citedEfficient non-parametric fitting of potential energy surfaces for polyatomic molecules with Gaussian processes

111 citations · 202 across the 5 of their papers we have counts for

collaborators

5 papers

physics.chem-ph2015★ 111 cited

Efficient non-parametric fitting of potential energy surfaces for polyatomic molecules with Gaussian processes

Jie Cui, Roman V. Krems

We explore the performance of a statistical learning technique based on Gaussian Process (GP) regression as an efficient non-parametric method for constructing multi-dimensional po…

physics.chem-ph2015★ 24 cited

Gaussian Process Model for Extrapolation of Scattering Observables for Complex Molecules: from Benzene to Benzonitrile

Jie Cui, Zhiying Li, Roman V. Krems

We consider a problem of extrapolating the collision properties of a large polyatomic molecule A-H to make predictions of the dynamical properties for another molecule related to A…

physics.chem-ph2015★ 61 cited

Gaussian Process Model for Collision Dynamics of Complex Molecules

Jie Cui, Roman V. Krems

We show that a Gaussian Process model can be combined with a small number (of order 100) of scattering calculations to provide a multi-dimensional dependence of scattering observab…

physics.chem-ph2013★ 6 cited

Elastic and inelastic collisions of molecules in a magnetic field

Jie Cui, Roman V. Krems

We calculate the cross sections for elastic scattering and Zeeman relaxation in binary collisions of molecules in the ro-vibrational ground state of a electronic state and th…

quant-ph2011

Controlling collisional decoherence of ultracold molecules in superposition states by an external magnetic field

Jie Cui, Roman V. Krems

We present expressions demonstrating that collisional decoherence of ultracold atoms or molecules in a coherent superposition of non-degenerate quantum states is suppressed when bo…