Aussie AI
Fuzzy Logic in AI
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Last Updated 7 November, 2024
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by David Spuler, Ph.D.
Fuzzy logic has been applied to AI models in various ways. And it's also been compared to neural networks, since they're pretty similar. Isn't a neural network just a huge exercise in fuzzy logic? Fuzzy logic is supposedly "approximate reasoning", which also sounds like a good description for neural networks. There's a class of neural networks called "fuzzy neural networks" which is a combination.
Most of the research papers on fuzzy neural networks seem quite dated. Fuzzy logic doesn't seem to be a hot research area for AI any more.
Research on Fuzzy Logic
- Kyle Clark, Matt Schweider, Tommy Sheehan, Jarred Melancon, 2020, Fuzzy programming SysEn 5800 Fall 2020, Cornell University Computational Optimization Open Textbook, https://optimization.cbe.cornell.edu/index.php?title=Fuzzy_programming
- A Razib, S Dick, V Gaudet, 2013, Log-domain arithmetic for high-speed fuzzy control on a field-programmable gate array, Soft Computing: State of the Art Theory and Novel Applications, pp. 269–287, https://link.springer.com/chapter/10.1007/978-3-642-34922-5_19 (Does LNS for non-AI; uses max instead of addition.)
- K Zhou, SK Oh, W Pedrycz, J Qiu, 2023, Data preprocessing strategy in constructing convolutional neural network classifier based on constrained particle swarm optimization with fuzzy penalty function, Engineering Applications of Artificial Intelligence, https://www.sciencedirect.com/science/article/pii/S095219762200570X
- AF Shapiro, The merging of neural networks, fuzzy logic, and genetic algorithms, Insurance: Mathematics and Economics, 2002, https://www.sciencedirect.com/science/article/pii/S0167668702001245, http://web.unbc.ca/~lucas0/papers/Old%20Papers/The-Merging-Of-NNs-Fuzzy-Logic-And-GAs.pdf
- T Nishina, M Hagiwara, Fuzzy inference neural network, 1997, Neurocomputing, https://www.sciencedirect.com/science/article/pii/S0925231296000367
- Martínez-Zarzuela M, Pernas F, Higuera J and Rodríguez M., 2007, Fuzzy ART neural network parallel computing on the GPU. Proceedings of the 9th international work conference on Artificial neural networks. pp. 463-470. https://dl.acm.org/doi/10.5555/1768409.1768474
- KM Lee, DH Kwak, H Lee-Kwang, 1996, Fuzzy inference neural network for fuzzy model tuning, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), Volume 26, Issue 4, August 1996, https://ieeexplore.ieee.org/abstract/document/517027/
- H Iyatomi, M Hagiwara, 2004, Adaptive fuzzy inference neural network, Pattern Recognition, https://www.sciencedirect.com/science/article/pii/S0031320304001347, PDF: https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=e3a1dd695f44394efb01908079cbfdfa26084259
- VB Rao, H Rao, 1995, C++, neural networks and fuzzy logic https://dl.acm.org/doi/abs/10.5555/216088
- R Premalatha, P Murugesan, January 2017. Adaptive Neural Fuzzy Inference System Optimization in Converter, Journal of Computational and Theoretical Nanoscience 14(1):640-646, https://www.researchgate.net/publication/316642558_Adaptive_Neural_Fuzzy_Inference_System_Optimization_in_Converter
- Qin Chang, Zhen Zhang, Fanyue Wei, Jian Wang, Witold Pedrycz, Nikhil R. Pal, 2024, Adaptive Nonstationary Fuzzy Neural Network, Knowledge-Based Systems, Volume 288, 111398, ISSN 0950-7051, https://doi.org/10.1016/j.knosys.2024.111398 https://www.sciencedirect.com/science/article/pii/S0950705124000339
- Luo, B., Luo, R. Application and Empirical Analysis of Fuzzy Neural Networks in Mining Social Media Users’ Behavioral Characteristics and Formulating Accurate Online Marketing Strategies. Int J Comput Intell Syst 17, 273 (2024). https://doi.org/10.1007/s44196-024-00675-6 https://link.springer.com/article/10.1007/s44196-024-00675-6
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