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mobile phone users nowadays may use a lot of applications every day billions of mobile access records are collected from various mobile applications however the use of data are not naturally connected in this paper we want to explore the possibility of connecting user behavior among different applications for the singable device using the user grantee of beta mapping access records to the corresponding mobile device seems to be achieve your issue at the first glance how I mean ever since the agus race different types of Device Identifier they can be used to identify a mobile device different applications may use different cell device identifiers furthermore real-world data cells come with various problems such as missing and shared values noisy IDs fake IDs oh I did shift in which the one-to-one mapping the vendor ID and a device is no longer maintained for instance a new IMS I will be creative when your SIM card is installed on your TV ID will be issued after installing an applicatio