[R] Demos and Paper – The Weighted Tsetlin Machine: Compressed Representations with Clause Weighting
![[R] Demos and Paper - The Weighted Tsetlin Machine: Compressed Representations with Clause Weighting](https://b.thumbs.redditmedia.com/F4KzJoyhi2Vk6nt7AdBEYaaoSPqMhQH-6slc0a9DMVQ.jpg "[R] Demos and Paper - The Weighted Tsetlin Machine: Compressed Representations with Clause Weighting") |
The real-valued weighting of clauses allows one clause to replace multiple and supports fine-tuning the impact of each clause. The Weighted Tsetlin Machine (WTM) achieves the same accuracy as the vanilla Tsetlin Machine (TM) on MNIST, IMDb, and Connect-4, requiring only 1/4, 1/3, and 1/50 of the clauses, respectively. With the same number of clauses, the WTM outperforms the TM, obtaining peak test accuracies of respectively 98. 58%, 90.15%, and 87.49%. The demos also include FashionMNIST with weighted convolution: https://github.com/cair/pyTsetlinMachine, https://arxiv.org/abs/1911.12607 submitted by /u/olegranmo |
