Search Results for author: Andreas Savin

Found 4 papers, 4 papers with code

Impact of non-normal error distributions on the benchmarking and ranking of Quantum Machine Learning models

1 code implementation6 Apr 2020 Pascal Pernot, Bing Huang, Andreas Savin

Quantum machine learning models have been gaining significant traction within atomistic simulation communities.

Data Analysis, Statistics and Probability Chemical Physics Computational Physics

Probabilistic performance estimators for computational chemistry methods: Systematic Improvement Probability and Ranking Probability Matrix. II. Applications

1 code implementation3 Mar 2020 Pascal Pernot, Andreas Savin

In the first part of this study (Paper I), we introduced the systematic improvement probability (SIP) as a tool to assess the level of improvement on absolute errors to be expected when switching between two computational chemistry methods.

Chemical Physics Data Analysis, Statistics and Probability

Probabilistic performance estimators for computational chemistry methods: Systematic Improvement Probability and Ranking Probability Matrix. I. Theory

1 code implementation2 Mar 2020 Pascal Pernot, Andreas Savin

The comparison of benchmark error sets is an essential tool for the evaluation of theories in computational chemistry.

Methodology Chemical Physics Data Analysis, Statistics and Probability

Strictly correlated electrons in density functional theory: A general formulation with applications to spherical densities

1 code implementation1 Jan 2007 Michael Seidl, Paola Gori-Giorgi, Andreas Savin

We reformulate the strong-interaction limit of electronic density functional theory in terms of a classical problem with a degenerate minimum.

Materials Science Strongly Correlated Electrons Chemical Physics

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