Logic Guided Genetic Algorithms

We present a novel Auxiliary Truth enhanced Genetic Algorithm (GA) that uses logical or mathematical constraints as a means of data augmentation as well as to compute loss (in conjunction with the traditional MSE), with the aim of increasing both data efficiency and accuracy of symbolic regression (...

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Bibliographische Detailangaben

Hauptverfasser:	Ashok, Dhananjay, Scott, Joseph, Wetzel, Sebastian, Panju, Maysum, Ganesh, Vijay
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Artificial Intelligence Computer Science - Learning Computer Science - Neural and Evolutionary Computing Computer Science - Symbolic Computation
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