Abstract: Highlights•A spline interpolation envisioned neural network based ransomware detection scheme (SINN-RD) is proposed.•The proposed SINN-RD is proved to be secure against various possible attacks.•A detailed comparative study confirms that SINN-RD achieves better accuracy than other existing schemes.•The practical demonstration of SINN-RD demonstrates its impact on different performance parameters.
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