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Identity for Kullback-Leibler divergence in density functional reactivity theory
1Research Computing Center, University of North Carolina, Chapel Hill, North Carolina 27599-3420, USA.
Researchers explored the Kullback-Leibler divergence within density functional reactivity theory (DFRT). A novel identity was derived and numerically verified, offering new insights into molecular reactivity and DFRT development.
Area of Science:
- Quantum Chemistry
- Computational Chemistry
- Theoretical Chemistry
Background:
- Density functional reactivity theory (DFRT) utilizes electron density functionals to understand chemical reactivity.
- The Kullback-Leibler divergence, also known as information gain or relative Shannon entropy, is a key DFRT component with emerging applications.
- Previous uses include rationalizing atomic partitioning and quantifying molecular electrophilicity/nucleophilicity.
Purpose of the Study:
- To investigate the local behavior of the Kullback-Leibler divergence.
- To introduce and validate a novel mathematical identity for the Kullback-Leibler divergence.
- To explore the implications of this identity for advancing the DFRT framework.
Main Methods:
- Examination of the local behavior of the Kullback-Leibler divergence.
- Derivation of a new mathematical identity involving the Kullback-Leibler divergence.
- Numerical verification of the derived identity using neutral atoms (He to Kr) with varying reference densities.
Main Results:
- A novel identity for the Kullback-Leibler divergence has been established.
- The identity's validity is confirmed through numerical calculations on atomic systems.
- Analytical properties and local behaviors of three newly introduced functions are discussed.
Conclusions:
- The novel identity and associated functions offer new perspectives for DFRT.
- This work enhances understanding of the local behavior of molecular properties within DFRT.
- The findings contribute to the ongoing development and application of DFRT in chemistry.
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