Model-view sensor data management in the cloud

Proceedings - 2013 IEEE International Conference on Big Data, Big Data 2013

Volumn , Issue , 2013, Pages 282-290

  Guo, Tian ^a   Papaioannou, Thanasis G ^a   Aberer, Karl ^a  

^a EPFL   (Switzerland)

Author keywords

approximation; index; key value; MapReduce; query processing

Indexed keywords

BIG DATA; FORESTRY; INDEXING (MATERIALS WORKING); INFORMATION MANAGEMENT; QUERY PROCESSING; TREES (MATHEMATICS);

APPROXIMATION; CLOUD INFRASTRUCTURES; INDEX; INDEXING APPROACHES; KEY VALUES; MAP-REDUCE; SECONDARY STRUCTURES; SENSOR DATA MANAGEMENT;

DATA HANDLING;

COMPUTER PROGRAMS; DATA PROCESSING; INDEXING; INFORMATION RETRIEVAL; SENSORS;

EID: 84893258469     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BigData.2013.6691585     Document Type: Conference Paper

References (20)

1. S. Sathe, T. G. Papaioannou, H. Jcung, and K. Aberer, "A survey of model-based sensor data acquisition and management," in Managing and Mining Sensor Data. Springer, 2013.
2. A. Thiagarajan and S. Madden, "Querying continuous functions in a database system," in SlGMOD, 2008.
3. A. Deshpande and S. Madden, "Mauvedb: supporting model-based user views in database systems," in SlGMOD, 2006.
4. T. Papaioannou, M. Riahi, and K. Aberer, "Towards online multi-model approximation of time series," in MDM, 201 I.
5. A. Bhattacharya, A. Meka, and A. Singh, "Mist: Distributed indexing and querying in sensor networks using statistical models," in VLDB, 2007.
6. H.-P. Kriegel, M. Potke, and T. Seidl, "Managing intervals efficiently in object-relational databases," in VLDB, 2000.
7. "Opentsdb," in http://opentsdh.net/, 201 I.
8. C.-H. Ang and K.-P. Tan, "The interval b-tree," Inf. Process. Lett., vol. 53, 1995.
9. L. Arge and J. Vitter, "Optimal dynamic interval management in external memory," in 37th Annual Symposium on Foundations of Computer Science, 1996.
10. G. Sfakianakis, l. Patlakas, N. Ntarrnos, and P. Triantafillou, "Interval indexing and querying on key-value cloud stores," in 1CDE, 2013.
11. R. Elmasri, G. T. J. Wuu, and Y.-J. Kim, "The time index: An access structure for temporal data," in VLDB, 1990.
12. S. Nishimura, S. Das, D. Agrawal, and A. E. Abbadi, "Md-hbase: A scalable multi-dimensional data infrastructure for location aware services," in MDM, 2011.
13. C. P. Kolovson and M. Stonebraker, "Segment indexes: dynamic indexing techniques for multi-dimensional interval data," SlGMOD Rec., vol. 20, 1991.
14. M.-Y. Iu and W. Zwaenepoel, "Hadooptosql: a mapreduce query optimizer," in EurcSys, 2010.
15. J. Dittrich, J.-A. Quiane-Ruiz, A. Jindal, Y. Kargin, V. Setty, and J. Schad, "Hadoop++: making a yellow elephant run like a cheetah (without it even noticing)," VLDB Endow., vol. 3,2010.
16. J. Dittrich, J.-A. Quiane-Ruiz, S. Richter, S. Schuh, A. Jindal, and J. Schad, "Only aggressive elephants are fast elephants," VLDB Endow., vol. 5, 2012.
17. M. Y. Eltabakh, F. Ozcan, Y. Sismanis, P. J. Haas, H. Pirahesh, and J. Vondrak, "Eagle-eyed elephant: split-oriented indexing in hadoop," in EDBT, 2013.
18. T. Guo, Z. Yan, and K. Aberer, "An adaptive approach for online segmentation of multi-dimensional mobile data," in Proc. of MohiDE, SlGMOD Workshop, 2012.
19. H. Ding, G. Trajcevski, P. Scheuermann, X. Wang, and E. Keogh, "Querying and mining of time series data: experimental comparison of representations and distance measures," VLDB Endowment, vol. 1, 2008.
20. L. George, HBase: the definitive guide. O'Reilly Media, Incorporated, 2011