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Feedback Mechanism for Tsetlin Machines by cgosorio2012 is a document available to read on EtoBox.

This paper presents an alternative feedback mechanism for Tsetlin Machines that enhances their performance on parallel architectures by limiting the literals in sub-patterns, allowing for independent clause operation. Empirical results show a significant reduction in wall-clock runtime (up to 36X) with a minor decrease in accuracy (2.5%) when using the MNIST dataset, while achieving a 2% accuracy improvement at lower clause counts with a 1.8X runtime reduction. The proposed method outperforms the original f

Author

cgosorio2012

Language

EN