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DogeMD t1_j5uvxiw wrote

Ole, I haven’t heard about the Tsetlin machine before. My group is doing some ML research using CNN architectures to predict myocardial infarctions. Would love to explore the use of Tsetlin machines for showing ECG signs of infarction to users (doctors) since EU legislation mandates explainability. Have you tried anything like this before and if so, do you think the Tsetlin machine would be a good candidate? We are based in Lund, southern Sweden

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olegranmo OP t1_j5v1xsq wrote

Hi DogeMD,

Thanks for the questions! I introduced the Tsetlin machine in 2018 as an interpretable and transparent alternative to deep learning, and it is getting increasingly popular, showing promising results in several domains. The paper reports the first approach to using Tsetlin machines for ECG classification, and it is fantastic that you see potential opportunities in myocardial infarction prediction. If you like, I can do an online tutorial on Tsetlin machines with you and your team to give you a headstart?

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DogeMD t1_j5v41n2 wrote

This sounds like a great idea! I will pm you my e-mail to take the conversation further

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