Integrity verification of cloud-hosted data analytics computations

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In this position paper, we present efficient and practical integrity verification techniques that check whether the un-trusted cloud has returned correct result of outsourced data analytics computations. We consider the computation of summation form that is used in a large class of machine learning and data mining problems. We discuss our verification techniques for both non-collusive and collusive malicious workers in MapReduce.

Original languageEnglish
Title of host publicationProceedings of the 1st International Workshop on Cloud Intelligence, Cloud-I 2012
DOIs
StatePublished - 2012
Event1st International Workshop on Cloud Intelligence, Cloud-I 2012 - Istanbul, Turkey
Duration: 31 Aug 201231 Aug 2012

Publication series

NameACM International Conference Proceeding Series

Conference

Conference1st International Workshop on Cloud Intelligence, Cloud-I 2012
Country/TerritoryTurkey
CityIstanbul
Period31/08/1231/08/12

Keywords

  • Cloud analytics as a service
  • Cloud computing
  • Integrity verification
  • Machine learning

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