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Ling Liu Professor School of Computer Science Georgia Institute of Technology Cloud Computing Research in my group
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Overview Resource Management in Virtualized Cloud – Performance Analysis in Virtualized Cloud – Storage Virtualization [Sankaran+IEEECloud2010, Xing+IEEECloud2010, Mei+IEEE Cloud 2010] Data Migration and VM Migration – Workload-aware Data Placement and Scheduling – Multi-tier Storage Migration – SLA driven VM Migration – Live database migration [Gong+IEEE MASS 2010, Gong+IEEE Cloud 2010, Sankaran+GreenComputing2010] State Monitoring in Cloud-based Data Centers – Application State Monitoring (temporal tolerance window based, budget based, SLA driven, etc.) – Resource Aware State Monitoring [Meng+IEEE ICDE 2010, Meng+IEEE ICDCS 2009, Meng+ACM Middleware 2010]
![Overview Resource Management in Virtualized Cloud – Performance Analysis in Virtualized Cloud – Storage Virtualization [Sankaran+IEEECloud2010, Xing+IEEECloud2010, Mei+IEEE Cloud 2010] Data Migration and VM Migration – Workload-aware Data Placement and Scheduling – Multi-tier Storage Migration – SLA driven VM Migration – Live database migration [Gong+IEEE MASS 2010, Gong+IEEE Cloud 2010, Sankaran+GreenComputing2010] State Monitoring in Cloud-based Data Centers – Application State Monitoring (temporal tolerance window based, budget based, SLA driven, etc.) – Resource Aware State Monitoring [Meng+IEEE ICDE 2010, Meng+IEEE ICDCS 2009, Meng+ACM Middleware 2010]](http://images.slideplayer.com./19/5812771/slides/slide_2.jpg "Overview Resource Management in Virtualized Cloud – Performance Analysis in Virtualized Cloud – Storage Virtualization [Sankaran+IEEECloud2010, Xing+IEEECloud2010, Mei+IEEE Cloud 2010] Data Migration and VM Migration – Workload-aware Data Placement and Scheduling – Multi-tier Storage Migration – SLA driven VM Migration – Live database migration [Gong+IEEE MASS 2010, Gong+IEEE Cloud 2010, Sankaran+GreenComputing2010] State Monitoring in Cloud-based Data Centers – Application State Monitoring (temporal tolerance window based, budget based, SLA driven, etc.) – Resource Aware State Monitoring [Meng+IEEE ICDE 2010, Meng+IEEE ICDCS 2009, Meng+ACM Middleware 2010]")
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Overview (cont.) Data Analytics in Cloud-based Data Centers – Scaling Graph Mining Algorithms vertically and horizontally Web graph, social network analysis, Mining interactions across multiple networks – Distributed data mining (clustering, association rule mining) algorithms to increase accuracy and efficiency – Content based and CF-based Recommender Systems – Privacy preserving data mining, social network analysis, recommendation services [ICDE2008, VLDB2009, ICDE2010, ACMKDD 2009, TKDE2009, ACM CoNEXT2010] Security and Privacy in Cloud-based Data Centers – Privacy preserving indexing and search – Cross-layer access control and security assurance
![Overview (cont.) Data Analytics in Cloud-based Data Centers – Scaling Graph Mining Algorithms vertically and horizontally Web graph, social network analysis, Mining interactions across multiple networks – Distributed data mining (clustering, association rule mining) algorithms to increase accuracy and efficiency – Content based and CF-based Recommender Systems – Privacy preserving data mining, social network analysis, recommendation services [ICDE2008, VLDB2009, ICDE2010, ACMKDD 2009, TKDE2009, ACM CoNEXT2010] Security and Privacy in Cloud-based Data Centers – Privacy preserving indexing and search – Cross-layer access control and security assurance](http://images.slideplayer.com./19/5812771/slides/slide_3.jpg "Overview (cont.) Data Analytics in Cloud-based Data Centers – Scaling Graph Mining Algorithms vertically and horizontally Web graph, social network analysis, Mining interactions across multiple networks – Distributed data mining (clustering, association rule mining) algorithms to increase accuracy and efficiency – Content based and CF-based Recommender Systems – Privacy preserving data mining, social network analysis, recommendation services [ICDE2008, VLDB2009, ICDE2010, ACMKDD 2009, TKDE2009, ACM CoNEXT2010] Security and Privacy in Cloud-based Data Centers – Privacy preserving indexing and search – Cross-layer access control and security assurance")
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