Titlebook: Handbook of Big Data Analytics and Forensics; Kim-Kwang Raymond Choo,Ali Dehghantanha Book 2022 Springer Nature Switzerland AG 2022 cyber

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Mac OS X Malware Detection with Supervised Machine Learning Algorithms,f considering library calls as independent features is employed. The results demonstrate that considering the aforesaid new features increased the best accuracy obtained by about 4% which led to the accuracy of 94.7% achieved by Subspace KNN as an Ensemble classifier.

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Hybrid Analysis on Credit Card Fraud Detection Using Machine Learning Techniques,unity is balanced using sampling techniques. The hybrid analysis results show that the supervised ensemble model performs better than the other techniques with an overall accuracy of 99.9% and improved evaluation metrics.