Cloud Computing Research in my group

earsplittinggoodbeeInternet and Web Development

Nov 3, 2013 (3 years and 9 months ago)

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Ling Liu


Professor

School of Computer Science

Georgia Institute of Technology

Cloud Computing Research

in my group

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 (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