Contextual trust aided enhancement of data availability in peer-to-peer backup storage systems
Peer-to-peer storage services are a cost-effective alternative for data backup. A basic question that arises in the design of such systems is: In which peers do we store redundant data? Choosing appropmailriate peers for data backup is important at a microscopic level, from an end-user’s perspective...
Saved in:
Main Authors: | , |
---|---|
Other Authors: | |
Format: | Article |
Language: | English |
Published: |
2013
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/100246 http://hdl.handle.net/10220/17749 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-100246 |
---|---|
record_format |
dspace |
spelling |
sg-ntu-dr.10356-1002462020-05-28T07:17:25Z Contextual trust aided enhancement of data availability in peer-to-peer backup storage systems Liu, Xin Datta, Anwitaman School of Computer Engineering DRNTU::Engineering::Computer science and engineering Peer-to-peer storage services are a cost-effective alternative for data backup. A basic question that arises in the design of such systems is: In which peers do we store redundant data? Choosing appropmailriate peers for data backup is important at a microscopic level, from an end-user’s perspective to guarantee good performance, e.g., quick access, high availability, etc., as well as at a macroscopic level, e.g., for system optimization, fairness, etc. Existing systems apply different techniques, including random selection, based on a distributed hash table (DHT) or based on the peers’ past availability pattern. In this paper, we propose as an alternative, a contextual trust based data placement scheme to select suitable data holders. It is originally designed for and applicable to scenarios where there is inadequate historical information about peers, a common scenario in large-scale systems. Specifically, our scheme estimates trustworthiness of a peer based on stereotypes, formed by aggregating information of interactions with other (similar) peers. Simulation experiments show that our placement scheme outperforms not only random selection but also schemes using historical information, in terms of both achieved data availability as well as bandwidth overheads to sustain the system. 2013-11-15T08:04:21Z 2019-12-06T20:19:07Z 2013-11-15T08:04:21Z 2019-12-06T20:19:07Z 2011 2011 Journal Article Liu, X., & Datta, A. (2012). Contextual Trust Aided Enhancement of Data Availability in Peer-to-Peer Backup Storage Systems. Journal of Network and Systems Management, 20(2), 200-225. https://hdl.handle.net/10356/100246 http://hdl.handle.net/10220/17749 10.1007/s10922-011-9198-9 en Journal of network and systems management |
institution |
Nanyang Technological University |
building |
NTU Library |
country |
Singapore |
collection |
DR-NTU |
language |
English |
topic |
DRNTU::Engineering::Computer science and engineering |
spellingShingle |
DRNTU::Engineering::Computer science and engineering Liu, Xin Datta, Anwitaman Contextual trust aided enhancement of data availability in peer-to-peer backup storage systems |
description |
Peer-to-peer storage services are a cost-effective alternative for data backup. A basic question that arises in the design of such systems is: In which peers do we store redundant data? Choosing appropmailriate peers for data backup is important at a microscopic level, from an end-user’s perspective to guarantee good performance, e.g., quick access, high availability, etc., as well as at a macroscopic level, e.g., for system optimization, fairness, etc. Existing systems apply different techniques, including random selection, based on a distributed hash table (DHT) or based on the peers’ past availability pattern. In this paper, we propose as an alternative, a contextual trust based data placement scheme to select suitable data holders. It is originally designed for and applicable to scenarios where there is inadequate historical information about peers, a common scenario in large-scale systems. Specifically, our scheme estimates trustworthiness of a peer based on stereotypes, formed by aggregating information of interactions with other (similar) peers. Simulation experiments show that our placement scheme outperforms not only random selection but also schemes using historical information, in terms of both achieved data availability as well as bandwidth overheads to sustain the system. |
author2 |
School of Computer Engineering |
author_facet |
School of Computer Engineering Liu, Xin Datta, Anwitaman |
format |
Article |
author |
Liu, Xin Datta, Anwitaman |
author_sort |
Liu, Xin |
title |
Contextual trust aided enhancement of data availability in peer-to-peer backup storage systems |
title_short |
Contextual trust aided enhancement of data availability in peer-to-peer backup storage systems |
title_full |
Contextual trust aided enhancement of data availability in peer-to-peer backup storage systems |
title_fullStr |
Contextual trust aided enhancement of data availability in peer-to-peer backup storage systems |
title_full_unstemmed |
Contextual trust aided enhancement of data availability in peer-to-peer backup storage systems |
title_sort |
contextual trust aided enhancement of data availability in peer-to-peer backup storage systems |
publishDate |
2013 |
url |
https://hdl.handle.net/10356/100246 http://hdl.handle.net/10220/17749 |
_version_ |
1681057566698766336 |