PPT-Query-based Graph Cuboid

Outlier Detection Ayushi Dalmia Manish Gupta Vasudeva Varma 1 IIIT Hyderabad India Microsoft India Introduction A B B B B A B B B A C C C X 1. Murali. Mani, . Mohamad. . Alawa. , . Arunlal. . Kalyanasundaram. University of Michigan, Flint. Presented at IDEAS 2011.. Provenance Metadata. Data about origins of data. Applications:. Check whether data item is valid – in health records. Davide Mottin, University of Trento. Francesco . Bonchi. , Yahoo Labs - Francesco . Gullo. , Yahoo Labs. Issues. with Pattern . S. earch. O. OH. O. S. Query. 510 . matches. T. oo. . many. . matches. a TASTIER Approach. Guoliang. Li. 1. , . Shengyue. Ji. 2. , Chen Li. 2. , . Jianhua. Feng. 1. 1 . Tsinghua. University, Beijing, China. 2 . University of California, Irvine, CA, USA. Traditional Keyword Search. Arijit Khan, . Yinghui. Wu, Xifeng Yan. Department of Computer Science. University of California, Santa Barbara. {. arijitkhan. , . yinghui. , . xyan. }@. cs.ucsb.edu. Graph Data. 2. Graphs are everywhere.. Arijit. Khan, Nan Li, . Xifeng. Yan, . Ziyu. Guan. Computer Science . UC Santa Barbara. {. arijitkhan. , . nanli. , . xyan. , . ziyuguan. }@. cs.ucsb.edu. . Supriyo. Chakraborty. UC Los Angeles. Subgraph. Matching on Large Graphs in Cloud. Zhao Chang*, Lei . Zou. †, . Feifei. Li*. *University of Utah, USA . †. Peking University, China. Outline. Background. K-. Automorphism. Subgraph. On Efficient Graph Substructure Selection. Xiang . Zhao. †. H. Shang. §. W. Zhang. †. X. Lin. †. W. Xiao. ‡ . †. . The University of New South Wales, Australia. §. The University of Tokyo, Japan. Zhao, . Xiaojun. Ye. MOLAP on Cloud. Interactive, Cluster Data Warehouse. Tsinghua University . hwzhao73@gmail.com. , . yexj@mail.tsinghua.edu.cn. Motivation. Extend the cube model to support OLAP operations on Big Data:. Importance . and . Specificity. Yuan Fang Univ. of Illinois at Urbana-Champaign. Kevin C.-C. Chang. . Univ. . of Illinois at . Urbana-Champaign. Hady. W. . Lauw. . Singapore Management University. Task 3: Semantic Databases on the XMT. PNNL: . David Haglin. , Bob Adolf, Sinan al-Saffar, Cliff Joslyn. Cray: . David Mizell. SNL: . Eric Goodman. ,. . Edward Jimenez, Greg Mackey. 1. HPC applied to Semantic Graph Databases. (in-depth analysis of research literature). 1. Scalable SPARQL Querying of Large RDF Graphs . (aug-sep 2011). 2. Towards Effective Partition Management for Large Graphs . (may 2012). Vineet Choudhury. Outlier Detection. Ayushi Dalmia. *. , Manish Gupta. * . , Vasudeva Varma. *. 1. IIIT Hyderabad, India* Microsoft, India. . Introduction. A. B. B. B. B. A. B. B. B. A. C. C. C. X. 1. Arijit. Khan, Nan Li, . Xifeng. Yan, . Ziyu. Guan. Computer Science . UC Santa Barbara. {. arijitkhan. , . nanli. , . xyan. , . ziyuguan. }@. cs.ucsb.edu. . Supriyo. Chakraborty. UC Los Angeles. Jeffrey . Xu. Yu (. 于旭. ). Department of Systems Engineering and Engineering Management. The Chinese University of Hong Kong. yu@se.cuhk.edu.hk. Books on Social Networks. Social and Economic Networks.