The article titled "A novel SVMA and K-NN classifier based optical ML technique for seizure detection" published in Optical & Quantum Electronics has been retracted by the Publisher due to concerns about compromised peer-review processes, inappropriate references, and being out of scope for the journal. The investigation found multiple articles with similar issues, leading to a loss of confidence in the results and conclusions of this particular article. The authors have not explicitly responded to the retraction.