By the advent of machine learning technology,the graph for the number of data-sets have been shot up at a faster rate.The basic idea in a machine learning is to train the system based on some data values or instances.These datasets are being fed into an algorithm which manipulates the input thus teaches the system.The system will respond in the defined way as depending on how much precise the value is.
One such data set introduced for malware analysis is MIST.The process of machine learning deals with two steps Classification and Clustering.The data sets of behavior analysis is clustered in-order to identify new malware category.On the other hand,the classification steps helps us to detect the category of a particular malware.
DESIGN:
MIST consists of machine instructions instead of textual data which will not be possible for automated analysis.In this procedure instruction set consists of individual execution flows of threads and processes are grouped in a single, sequential report.
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