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Mining large graphs and streams using matrix and tensor tools

Christos Faloutsos, Tamara G. Kolda, Jimeng Sun
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
Here we review the fundamental matrix and tensors tools for the analysis and mining of large scale streams and graphs.  ...  Coevolving streams of numerical measurements, as well as time evolving graphs, can well be represented as tensors.  ...  Copyright is held by the author/owner(s).SIGMOD'07, June 12-14, 2007, Beijing, China. ACM 978-1-59593-686-8/07/0006. • Matrix analysis: SVD, PCA and eigen-decomposition;  ... 
doi:10.1145/1247480.1247647 dblp:conf/sigmod/FaloutsosKS07 fatcat:hsyjx6xevfdu5kifcrjezeza4i

Event processing using database technology

K. Mani Chandy, Dieter Gawlick
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
Valuable information is that which supports or contradicts current expectations or that which requires an action on the part of the receiver.  ...  The identification of critical conditions requires correlating vast amounts of data within and outside an enterprise.  ...  SIGMOD'07, June 12-14, 2007, Beijing, China. ACM 978-1-59593-686-8/07/0006. i. Capturing events using database triggers. 1. Characterization of event-driven applications a.  ... 
doi:10.1145/1247480.1247645 dblp:conf/sigmod/ChandyG07 fatcat:spqlp4wngvc4bbgasigupb77yi

ORCHESTRA

Todd J. Green, Grigoris Karvounarakis, Nicholas E. Taylor, Olivier Biton, Zachary G. Ives, Val Tannen
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
SIGMOD'07, June 11-14, 2007 , Beijing, China. ACM 978-1-59593-686-8/07/0006. local autonomy because of strong data consistency requirements.  ...  INTRODUCTION One of the most elusive goals of structured data management has been sharing among large, heterogeneous populations: while data integration [4, 10] and exchange [3] are gradually being  ... 
doi:10.1145/1247480.1247631 dblp:conf/sigmod/GreenKTBIT07 fatcat:bnut6nf5rbb5dgjjoff6wdxbau

Cayuga

Lars Brenna, Alan Demers, Johannes Gehrke, Mingsheng Hong, Joel Ossher, Biswanath Panda, Mirek Riedewald, Mohit Thatte, Walker White
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
rates, and a visualization of the internals of the query processing engine.  ...  We propose a demonstration of Cayuga, a complex event monitoring system for high speed data streams.  ...  SIGMOD'07, June 11-14, 2007, Beijing, China Copyright 2007 ACM 978-1-59593-686-8/07/0006 ...$5.00. rapidly, the web is becoming a source of many interesting and complex event streams.  ... 
doi:10.1145/1247480.1247620 dblp:conf/sigmod/BrennaDGHOPRTW07 fatcat:a27zc2m3ibhxjin3xzmnichf2y

XTream

Michael Duller, Rokas Tamosevicius, Gustavo Alonso, Donald Kossmann
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
The real usability of data stream systems depends on the practical aspect of building applications on data streams.  ...  Using these applications we try to identify and discuss the functionality that data stream management systems should provide. Those attending the demo will be able to compose their own applications.  ...  SIGMOD'07, June 12-14, 2007, Beijing, China. ACM 978-1-59593-686-8/07/0006. Figure 1 : 1 SkypeMail application setup. Figure 2 : 2 Smart Home setup.  ... 
doi:10.1145/1247480.1247616 dblp:conf/sigmod/DullerTAK07 fatcat:wujtgxvuljfxdlinm32xelifau

EaseDB

Bingsheng He, Yinan Li, Qiong Luo, Dongqing Yang
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
As a result, EaseDB automatically optimizes the cache performance as well as the overall performance of query processing on any memory hierarchy.  ...  The cacheoblivious notion from the theory community refers to the property that no parameters in an algorithm or a data structure need to be tuned for a specific memory hierarchy for optimality.  ...  /owner(s).SIGMOD'07, June 12-14, 2007, Beijing, China.  ... 
doi:10.1145/1247480.1247607 dblp:conf/sigmod/HeLLY07 fatcat:xl6lylekh5cxfhepd3tvytuxbm

URank

Mohamed A. Soliman, Ihab F. Ilyas, Kevin Chen-Chuan Chang
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
The new formulations are based on marriage of traditional top-k semantics with possible worlds semantics.  ...  The interplay between query scores and data uncertainty makes traditional techniques inapplicable.  ...  SIGMOD'07, June 12-14, 2007, Beijing, China. ACM 978-1-59593-686-8/07/0006.  ... 
doi:10.1145/1247480.1247613 dblp:conf/sigmod/SolimanIC07 fatcat:5245fjicibeoxgyiikgemwrcaa

Sonnet

Aoying Zhou, Weining Qian, Xueqing Gong, Minqi Zhou
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
The running and tracing of the system in a real-life application are to be demonstrated.  ...  It combines approximate filtering of XML packets with routing in the overlay network. Deliberate optimization technologies are implemented.  ...  Figure 3 : 3 The Sonnet network structure. Copyright is held by the author/owner(s). SIGMOD'07, June 12-14, 2007, Beijing, China. ACM 978-1-59593-686-8/07/0006. <?xml version="1.0"?  ... 
doi:10.1145/1247480.1247618 dblp:conf/sigmod/ZhouQGZ07 fatcat:qgdfusrtvvh5bpm2f6gj5bnlv4

A SQL

Torsten Grust, Manuel Mayr, Jan Rittinger, Sherif Sakr, Jens Teubner
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
when run against high-volume XML data as well as complex XQuery expressions.  ...  The code generator then turns these plans into sequences of either SQL:1999 statements or view definitions which jointly implement the (sometimes intricate) XQuery semantics.  ...  This research is supported by the German Research Council (DFG) under grant GR 2036/2-1.  ... 
doi:10.1145/1247480.1247642 dblp:conf/sigmod/GrustMRST07 fatcat:fffwngyowjheth46lg4vowt65a

User-centric personalized extensibility for data-driven web applications

Nitin Gupta, Fan Yang, Alan J. Demers, Johannes Gehrke, Jayavel Shanmugasundaram
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
We describe a novel programming model for building, extending, and personalizing web-based data-driven applications.  ...  Copyright is held by the author/owner(s).SIGMOD'07, June 12-14, 2007, Beijing, China. ACM 978-1-59593-686-8/07/0006.  ...  Figure 1 : 1 AUnits that model the hierarchical structure of Course Management System clairvoyance on the part of the developers, and significantly complicates the structure and development process of  ... 
doi:10.1145/1247480.1247629 dblp:conf/sigmod/GuptaYDGS07 fatcat:wb6xiw3bd5amvew24dsz3ctxai

ConEx

Chaitanya Mishra, Maksims Volkovs
2007 Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07  
ConEx offers a unified view of query execution, providing continuous visual feedback on the progress of the query, and the status of operators in the query evaluation plan.  ...  We describe the design and features of ConEx, and discuss its technology.  ...  Copyright is held by the author/owner(s).SIGMOD'07, June 12-14, 2007, Beijing, China. ACM 978-1-59593-686-8/07/0006. Figure 1 : 1 ConEx in Action  ... 
doi:10.1145/1247480.1247611 dblp:conf/sigmod/MishraV07 fatcat:c6cc7orim5hpfm3ve5s2rd6qqe

Introduction to the IEEE Transactions on Cloud Computing

Rajkumar Buyya
2013 IEEE Transactions on Cloud Computing  
Varela is an associate editor and information director of the ACM Computing Surveys journal, and has served as a guest editor of the Scientific Programming journal.  ...  For more information on his group's research, please visit the Worldwide  ...  He has been on the program committees of numerous leading international conferences, including SIGMOD, VLDB, ICDE, WWW, and ACM Multimedia.  ... 
doi:10.1109/tcc.2013.13 fatcat:j7z2ihzdhfbgnc2ilfhhw4deqe

A Survey of Deep Active Learning [article]

Pengzhen Ren, Yun Xiao, Xiaojun Chang, Po-Yao Huang, Zhihui Li, Brij B. Gupta, Xiaojiang Chen, Xin Wang
2021 arXiv   pre-print
Deep learning (DL) is greedy for data and requires a large amount of data supply to optimize massive parameters, so that the model learns how to extract high-quality features.  ...  In recent years, due to the rapid development of internet technology, we are in an era of information torrents and we have massive amounts of data.  ...  In Proceedings of the 2018 International Conference on Management of Data, SIGMOD Conference 2018, Houston, TX, USA, June 10-15, 2018.  ... 
arXiv:2009.00236v2 fatcat:zuk2doushzhlfaufcyhoktxj7e

Winning the NIST Contest: A scalable and general approach to differentially private synthetic data

Ryan McKenna, Gerome Miklau, Daniel Sheldon
2021 Journal of Privacy and Confidentiality  
a noise addition mechanism, and (3) generate synthetic data that preserves the measured marginals well.  ...  NIST-MST was the winning mechanism in the 2018 NIST differential privacy synthetic data competition, and MST is a new mechanism that can work in more general settings, while still performing comparably  ...  Velegrakis, editors, Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2011, Athens, Greece, June 12-16, 2011.  ... 
doi:10.29012/jpc.778 fatcat:b2s37gulojbxxm2buyrfzw7vq4

A novel method for data conflict resolution using multiple rules

Zhang Yong-Xin, Li Qing-Zhong, Peng Zhao-Hui
2013 Computer Science and Information Systems  
In Proceedings. of ACM SIGMOD International Conference on Management of Data, Indianapolis, Indiana, USA, 219-230. (2010) 4.  ...  In Proceedings of the 10th International Workshop on the Web and Databases. Beijing, China. (2007) 7. Yin, X-X., Han, J-W., Yu, P.  ... 
doi:10.2298/csis110613005y fatcat:o5rjglo4tjatfairhzzscgd7ea
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