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The BACON system for equation discovery from scientific data: Transforming classical artificial intelligence with modern machine learning approaches
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Published: 2024/10/31
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HTMLBACON is a heuristic-based computational scientific discovery system, which aims to find invariants in multivariable systems. In this paper, the authors demonstrate how they have rebuilt BACON in a modern computing language, and we improve the noise-resilience of BACON. The framework is applied to a number of exemplar problems in physics and mathematics. The authors suggest that there is potential in these forgotten approaches that modern deep learning systems can learn from.
