data storage management and user profiling with ai methods w. funika, f.szura, j.kitowski kukdm...
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Data storage management and user profiling with AI methods
W. Funika, F.Szura, J.Kitowski
KUKDM 2015, Zakopane
Motivation
• Develop a data management system• The developed system should be able to:– Exploit Artificial Intelligence methods– Profile user behavior– Manage user data with taking into account his/her
individual needs and storage and communication costs
• Optimize the usage of storage infrastructure and improve the performance of computation
Solution overview• System management based on:
– Monitoring of current actions performed by the user and actual infrastructure state
– Clustering of the user actions to define the profiles of usage of the infrastructure
– Classifying of the user actions to the apropriate profiles to manage the user data in the way that presents his/her needs
– Managing the user data, their location in the infrastructure
• Actions performed on managed data are chosen for each user separately and are connected with the profile which was assigned to the user
Users
Monitoring
Detection of possible profiles of
user behavior
User classification to one of possible
profiles
Data management. Data access
management
• Poster presents our solution in data management which exploits AI methods which are used to classify the user behaviour to the apropriate profile
• We invite you to our poster no. 16