Generate with AI — Research Models and Research Solutions— Eg. “Fuzzy Rough Set based Twin Support Vector Machine”

Note: The thinking of model was mine. I made AI chat thread review what is SVM, what is Twin SVM, what is Fuzzy Set, what is Fuzzy Rough Set based SVM and then to present model on Fuzzy Rough Set based Twin SVM, and it did it. However I needed some editing, towards it, hope ChatGPT/Claude would learn the requirements for research problems there should be option to edit the model made by chatGPT. It was able to infer but was not fully up to mark. However, it generate code and tested on the model it made.

When I was in research program I wanted to model “Fuzzy Rough Set based Twin Support vector machine” as then Twin SVM was a hot topic I wanted to work on. But I never got time to do it. There is research on Fuzzy Set based Twin Support Vector Machines but none on Fuzzy Rough Set based Twin Support Vector Machine. Now its been years I have touched these topics. And I was about to read the models to generate new model on Fuzzy Rough Set based Twin Support Vector Machines, then I thought to check my thread of research questions on chatGPT. And I asked chatGPT to genertate the model on Fuzzy Rough Set based Twin Support Vector Machines.

Now I asked chatGPT to model Fuzzy Rough Set based Twin SVM. And chatGPT generated the model, it generated the code and it tested the code as well.

Here are the prompts I gave to chatGPT:

— 1 — What is Fuzzy Rough Set. Then, What is Twin SVM?

— 2 — What is Fuzzy Rough Set based SVM

— 3 — Generate in similar way Fuzzy Rough Set based Twin Support vector machine.

On one time use lower approximation and other time use upper approximation or you may use span of Rough Set as well in this model.

— 4 — You defined above Fuzzy Rough set based Twin Support Vector machine . Generate code for it and run it on iris data.

Here, I got it on Claude, as my quota of free use of chatGPT is over.

— 5 — Run this code for new model of Fuzzy Rough Set based Twin SVM on iris data.

Here, it is

— 6 — What is the confusion matrix of this data

Its been so long that I was in research of mathematical applications. Looks great to see my idea of doing modelling of “Fuzzy Rough Set based Twin SVM” in 30 minutes. Verfying it and running the code, getting the output all in 30 minutes time.

This can help PhD students a lot, not just in coding but in modeling as well.

However, I need to check the model on Claude, my free questionaire is over the mark, so I cant verify the model made in Claude. Those with pro or subscribed to Claude and chatGPT can verify.

Can we have option to edit the models somehow please, this is how research can proceed. Or we can edit the models while chatting on chatGPT/Claude? Well as I told my quota of free messges over, can you edit your reseach problem on chats? This way we can make excellent models by human guidance in semi supervised ways. Explained below:

— 1 — Ask Claude/chatGPT research problems.

— 2 — See the model generated

— 3 — Ask in chat of Claude and chatGPT to edit the model as per your requirements

— 4 — Generate code for edited model

— 5 — Run the code

— 6 — Generate the output

— 7 — Go back to step 3, edit the model more

— 8 — Generate the model again, edit the model more

— 9 — Run the code, generate the output

— 10 — Continue till results are improving

— 11 — -Stop if results stagnant

— 12 — Generate your theory, it improves results or decreases results? Both way is a theory.

— 13 — May be this model may not work, then restart to step 1

— 14 — If model produce better results, publish the work

Thanks for readings..

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