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» Probabilistic Graphical Models and their Role in Databases
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VLDB
2007
ACM
71views Database» more  VLDB 2007»
14 years 5 months ago
Probabilistic Graphical Models and their Role in Databases
Amol Deshpande, Sunita Sarawagi
ICDM
2007
IEEE
132views Data Mining» more  ICDM 2007»
14 years 5 months ago
Granularity Conscious Modeling for Probabilistic Databases
The convergence of embedded sensor systems and stream query processing suggests an important role for database techniques, in managing data that only partially – and often inacc...
Eirinaios Michelakis, Daisy Zhe Wang, Minos N. Gar...
PVLDB
2008
160views more  PVLDB 2008»
13 years 10 months ago
BayesStore: managing large, uncertain data repositories with probabilistic graphical models
Several real-world applications need to effectively manage and reason about large amounts of data that are inherently uncertain. For instance, pervasive computing applications mus...
Daisy Zhe Wang, Eirinaios Michelakis, Minos N. Gar...
ICMCS
2006
IEEE
149views Multimedia» more  ICMCS 2006»
14 years 5 months ago
Improved Graphical Model for Audiovisual Object Tracking
Object tracking plays an important role in multimedia surveillance systems, in which the major types of data are video and audio captured by cameras and microphone arrays. In this...
Hao Tang, Thomas S. Huang
ICDE
2007
IEEE
138views Database» more  ICDE 2007»
15 years 8 days ago
Representing and Querying Correlated Tuples in Probabilistic Databases
Probabilistic databases have received considerable attention recently due to the need for storing uncertain data produced by many real world applications. The widespread use of pr...
Prithviraj Sen, Amol Deshpande