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06/13/2022
Symbolic Regression in Materials Science: Discovering Interatomic Potentials from Data
Particle-based modeling of materials at atomic scale plays an important ...
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03/25/2022
Rank-based Non-dominated Sorting
Non-dominated sorting is a computational bottleneck in Pareto-based mult...
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09/28/2021
Cluster Analysis of a Symbolic Regression Search Space
In this chapter we take a closer look at the distribution of symbolic re...
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09/28/2021
Symbolic Regression by Exhaustive Search: Reducing the Search Space Using Syntactical Constraints and Efficient Semantic Structure Deduplication
Symbolic regression is a powerful system identification technique in ind...
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08/24/2021
On the Effectiveness of Genetic Operations in Symbolic Regression
This paper describes a methodology for analyzing the evolutionary dynami...
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07/29/2021
Contemporary Symbolic Regression Methods and their Relative Performance
Many promising approaches to symbolic regression have been presented in ...
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07/22/2021
Hash-Based Tree Similarity and Simplification in Genetic Programming for Symbolic Regression
We introduce in this paper a runtime-efficient tree hashing algorithm fo...
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07/20/2021
Using Shape Constraints for Improving Symbolic Regression Models
We describe and analyze algorithms for shape-constrained symbolic regres...
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03/29/2021
Shape-constrained Symbolic Regression – Improving Extrapolation with Prior Knowledge
We investigate the addition of constraints on the function image and its...
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02/03/2019
