publication . Preprint . Part of book or chapter of book . 2016

Benchmarking Distributed Stream Processing Platforms for IoT Applications

Anshu Shukla; Yogesh Simmhan;
Open Access English
  • Published: 24 Jun 2016
Abstract
Comment: To Appear in VLDB-TPCTC (2016) , 20 pages,Benchmark,IoT,smart cities ,velocity
Subjects
free text keywords: Computer Science - Distributed, Parallel, and Cluster Computing, Data stream mining, Distributed computing, Predictive analytics, Computer science, Stream processing, Automatic summarization, Big data, business.industry, business, Dataflow, Real-time computing, Latency (engineering), Scalability
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Part of book or chapter of book
Provider: Crossref

1. Data Canvas Dataset, http://datacanvas.org/sense-your-city/

2. Agrawal, D., Butt, A., Doshi, K., Larriba-Pey, J.L., Li, M., Reiss, F.R., Raab, F., Schiefer, B., Suzumura, T., Xia, Y.: Sparkbench{a spark performance testing suite. In: Technology Conference on Performance Evaluation and Benchmarking. pp. 26{44. Springer (2015)

3. Ali, M.I., Gao, F., Mileo, A.: Citybench: a con gurable benchmark to evaluate rsp engines using smart city datasets. In: ISWC (2015)

4. Alon, N., Matias, Y., Szegedy, M.: The space complexity of approximating the frequency moments. In: Proceedings of the twenty-eighth annual ACM symposium on Theory of computing. pp. 20{29. ACM (1996)

5. Aman, S., Simmhan, Y., Prasanna, V.K.: Holistic measures for evaluating prediction models in smart grids. IEEE Transactions on Knowledge and Data Engineering 27(2), 475{488 (2015)

6. Arasu, A., Cherniack, M., Galvez, E., Maier, D., Maskey, A.S., Ryvkina, E., Stonebraker, M., Tibbetts, R.: Linear road: a stream data management benchmark. In: VLDB (2004)

7. Arlitt, M., Marwah, M., Bellala, G., Shah, A., Healey, J., Vandiver, B.: Iotabench: An internet of things analytics benchmark. In: ICPE (2015) [OpenAIRE]

8. Balazinska, M., Balakrishnan, H., Madden, S.R., Stonebraker, M.: Fault-tolerance in the borealis distributed stream processing system. ACM TODS (2008)

9. Bloom, B.H.: Space/time trade-o s in hash coding with allowable errors. Commun. ACM 13(7), 422{426 (Jul 1970), http://doi.acm.org/10.1145/362686.362692

10. Carney, D., Cetintemel, U., Cherniack, M., Convey, C., Lee, S., Seidman, G., Stonebraker, M., Tatbul, N., Zdonik, S.: Monitoring streams: a new class of data management applications. In: VLDB. pp. 215{226 (2002) [OpenAIRE]

Abstract
Comment: To Appear in VLDB-TPCTC (2016) , 20 pages,Benchmark,IoT,smart cities ,velocity
Subjects
free text keywords: Computer Science - Distributed, Parallel, and Cluster Computing, Data stream mining, Distributed computing, Predictive analytics, Computer science, Stream processing, Automatic summarization, Big data, business.industry, business, Dataflow, Real-time computing, Latency (engineering), Scalability
Download fromView all 2 versions
http://arxiv.org/pdf/1606.0762...
Part of book or chapter of book
Provider: UnpayWall
http://link.springer.com/conte...
Part of book or chapter of book
Provider: Crossref

1. Data Canvas Dataset, http://datacanvas.org/sense-your-city/

2. Agrawal, D., Butt, A., Doshi, K., Larriba-Pey, J.L., Li, M., Reiss, F.R., Raab, F., Schiefer, B., Suzumura, T., Xia, Y.: Sparkbench{a spark performance testing suite. In: Technology Conference on Performance Evaluation and Benchmarking. pp. 26{44. Springer (2015)

3. Ali, M.I., Gao, F., Mileo, A.: Citybench: a con gurable benchmark to evaluate rsp engines using smart city datasets. In: ISWC (2015)

4. Alon, N., Matias, Y., Szegedy, M.: The space complexity of approximating the frequency moments. In: Proceedings of the twenty-eighth annual ACM symposium on Theory of computing. pp. 20{29. ACM (1996)

5. Aman, S., Simmhan, Y., Prasanna, V.K.: Holistic measures for evaluating prediction models in smart grids. IEEE Transactions on Knowledge and Data Engineering 27(2), 475{488 (2015)

6. Arasu, A., Cherniack, M., Galvez, E., Maier, D., Maskey, A.S., Ryvkina, E., Stonebraker, M., Tibbetts, R.: Linear road: a stream data management benchmark. In: VLDB (2004)

7. Arlitt, M., Marwah, M., Bellala, G., Shah, A., Healey, J., Vandiver, B.: Iotabench: An internet of things analytics benchmark. In: ICPE (2015) [OpenAIRE]

8. Balazinska, M., Balakrishnan, H., Madden, S.R., Stonebraker, M.: Fault-tolerance in the borealis distributed stream processing system. ACM TODS (2008)

9. Bloom, B.H.: Space/time trade-o s in hash coding with allowable errors. Commun. ACM 13(7), 422{426 (Jul 1970), http://doi.acm.org/10.1145/362686.362692

10. Carney, D., Cetintemel, U., Cherniack, M., Convey, C., Lee, S., Seidman, G., Stonebraker, M., Tatbul, N., Zdonik, S.: Monitoring streams: a new class of data management applications. In: VLDB. pp. 215{226 (2002) [OpenAIRE]

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