CASO: Cost-Aware Secure Outsourcing of General Computational Problems

Kai Zhou, Jian Ren

Research output: Journal article publicationJournal articleAcademic researchpeer-review

4 Citations (Scopus)

Abstract

Computation outsourcing is an integral part of cloud computing. It enables end-users to outsource their computational tasks to the cloud and utilize the shared cloud resources in a pay-per-use manner. However, once the tasks are outsourced, the end-users will lose control of their data. To address this problem, secure outsourcing mechanisms have been proposed to ensure security of the end-users outsourced data. In this paper, we investigate outsourcing of general computational problems which constitute the mathematical basics for problems emerged from various fields such as engineering and finance. To be specific, we propose affine mapping based schemes for the problem transformation and outsourcing so that the cloud is unable to learn any key information from the transformed problem. Meanwhile, the overhead for the transformation is limited to an acceptable level compared to the computational savings introduced by the outsourcing itself. Furthermore, we develop cost-aware schemes to balance the trade-offs between end-users various security demands and computational overhead. We also propose a verification scheme to ensure that the end-users will always receive a valid solution from the cloud. Our extensive complexity and security analysis show that our proposed Cost- Aware Secure Outsourcing (CASO) scheme is both practical and effective

Original languageEnglish
JournalIEEE Transactions on Services Computing
DOIs
Publication statusAccepted/In press - 14 Mar 2018
Externally publishedYes

Keywords

  • Cloud computing
  • computation outsourcing
  • cost-awareness
  • efficiency
  • Linear programming
  • Mathematical model
  • Outsourcing
  • Security
  • security
  • Servers
  • Task analysis

ASJC Scopus subject areas

  • Hardware and Architecture
  • Computer Science Applications
  • Computer Networks and Communications
  • Information Systems and Management

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