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portada High Accuracy Detection of Mobile Malware Using Machine Learning
Type
Physical Book
Publisher
Author
Language
English
Pages
226
Format
Hardcover
Dimensions
24.4x17x1.9 cm
Weight
0.69 kg.
ISBN13
9783036571751
Categories

High Accuracy Detection of Mobile Malware Using Machine Learning

Yerima, Suleiman (Author) · Mdpi AG · Hardcover

High Accuracy Detection of Mobile Malware Using Machine Learning - Yerima, Suleiman

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Synopsis "High Accuracy Detection of Mobile Malware Using Machine Learning"

As increasingly sophisticated and evasive malware attacks continue to emerge, more effective detection solutions to tackle the problem are being sought through the application of advanced machine learning techniques. This reprint presents several advances in the field including: a new method of generating adversarial samples through byte sequence feature extraction using deep learning; a state-of-the-art comparative evaluation of deep learning approaches for mobile botnet detection; a novel visualization-based approach that utilizes images for Android botnet detection; a study on the detection of drive-by exploits in images using deep learning; etc. Furthermore, this reprint presents state-of-the-art reviews about machine learning-based detection techniques that will increase researchers' knowledge in the field and enable them to identify future research and development directions.

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