In the course of writing my master's thesis, I developed a new algorithm that outperforms several state-of-the-art algorithms. However, I have encountered a study that uses a similar idea but implements it in a more complex manner, which also presents several disadvantages. Given this context, I am trying to determine if my approach is sufficiently novel? How would determine this?
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3Have you asked your advisor? This is what they are for.– Bryan Krause ♦Commented Apr 18 at 21:03
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Yes I will do that, but from what you reading, what is your opinion?– SarahCommented Apr 18 at 21:55
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4It all depends on details that we don't know, in particular, how similar exactly is the "similar idea", how severe are the disadvantages, at what level will you try to publish it, and how convincing is your "outperforming" case - it can be surprisingly easy for a method developer to make their method look better than some competitors, and sometimes when others try the new method out, these results do not replicate. (And I'm not talking about cheating here - rather you know how to use your own method in the best way, but maybe not the competitors.)– Christian HennigCommented Apr 18 at 22:02
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This is not a place to ask for opinions.– SursulaCommented Apr 19 at 1:42
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@ChristianHennig: Thank you for your answer. Simply speaking, I want to achieve a related goal, but can achieve that in a much simpler fashion. The disadvantages are severe in that sense, that extra steps have to be done, which might not be practical, to make their approach work. The problem is, I found the approach after I developed mine, but this hard to prove.– SarahCommented Apr 19 at 7:33
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1 Answer
If your new algorithm has all the advantages you claim, it should be publishable. Just cite the other work and say what the advantages of your work are. Obviously nobody here can ultimately assess the quality, importance and novelty of what you have, so other than asking your supervisor the only thing you can do is submit it and see what the reviewers say.