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The cloud based security service generates a new type of security data, which indicates the occurrence of executable files in end hosts. With the basis of the security data, semi-supervised learning on file co-occurrence graph provides a novel perspective for malware detection. The edge weight, which quantifies the correlation of the labels (either benign or malicious) of co-occurred files, plays...
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