Attention in Rule-Based Machine Learning: Exploiting Learning Classifier Systems' Generalization for Image Classification

Author:

Siddique Abubakar1ORCID,Iqbal Muhammad2ORCID,Din Shahab3ORCID,Browne Will4ORCID

Affiliation:

1. Wellington Institute of Technology, Wellington, New Zealand

2. Higher Colleges of Technology, Fujairah, United Arab Emirates

3. Higher Colleges of Technology, Sharjah, United Arab Emirates

4. Queensland University of Technology, Brisbane, Australia

Publisher

ACM

Reference15 articles.

1. Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai Thomas Unterthiner Mostafa Dehghani Matthias Minderer Georg Heigold Sylvain Gelly etal 2020. An image is worth 16x16 words: Transformers for image recognition at scale. arXiv preprint arXiv:2010.11929 (2020). Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai Thomas Unterthiner Mostafa Dehghani Matthias Minderer Georg Heigold Sylvain Gelly et al. 2020. An image is worth 16x16 words: Transformers for image recognition at scale. arXiv preprint arXiv:2010.11929 (2020).

2. Kai Han Yunhe Wang Hanting Chen Xinghao Chen Jianyuan Guo Zhenhua Liu Yehui Tang An Xiao Chunjing Xu Yixing Xu etal 2022. A survey on vision transformer. IEEE transactions on pattern analysis and machine intelligence 45 1 (2022) 87--110. Kai Han Yunhe Wang Hanting Chen Xinghao Chen Jianyuan Guo Zhenhua Liu Yehui Tang An Xiao Chunjing Xu Yixing Xu et al. 2022. A survey on vision transformer. IEEE transactions on pattern analysis and machine intelligence 45 1 (2022) 87--110.

3. Muhammad Iqbal. 2014. Improving the scalability of XCS-based learning classifier systems. (2014). Muhammad Iqbal. 2014. Improving the scalability of XCS-based learning classifier systems. (2014).

4. XCSR with Computed Continuous Action

5. Reusing Building Blocks of Extracted Knowledge to Solve Complex, Large-Scale Boolean Problems

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1. A Survey on Learning Classifier Systems from 2022 to 2024;Proceedings of the Genetic and Evolutionary Computation Conference Companion;2024-07-14

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