Title page for ETD etd-11292007-134700
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Type of Document Dissertation
Author Qu, Huiming
Author's Email Address huiming@cs.pitt.edu
URN etd-11292007-134700
Title MANAGING QUERY AND UPDATE TRANSACTIONS UNDER QUALITY CONTRACTS IN WEB-DATABASES
Degree Doctor of Philosophy
Program Computer Science
School School of Arts and Sciences
Advisory Committee
Advisor Name Title
Alexandros Labrinidis Committee Chair
Daniel Mosse Committee Member
Ming Xiong Committee Member
Panos K. Chrysanthis Committee Member
Keywords
  • scheduling
  • web-databases
  • quality contracts
  • admission control
  • transaction management
Date of Defense 2007-08-31
Availability unrestricted
Abstract
In modern Web-database systems, users typically perform read-only queries, whereas all write-only data updates are performed in the background, concurrently with queries.For most of these services to be successful and their users to be kept satisfied, two criteria need to be met: user requests must be answered in a timely fashion and must return fresh data. This is relatively easy when the system is lightly loaded and, as such, both queries and updates can be executed quickly. However, this goal becomes practically hard to achieve in real systems due to the high volumes of queries and updates, especially in periods of flash crowds. In this work, we argue it is beneficial to allow users to specify their preferences and let the system optimize towards satisfying user preferences, instead of simply improving the average case. We believe that this user-centric approach will empower the system to gracefully deal with a broader spectrum of workloads.

Towards user-centric web-databases, we propose a Quality Contracts framework to help users express their preferences over multiple quality specifications. Moreover, we propose a suite of algorithms to effectively perform load balancing and scheduling for both queries and updates according to user preferences. We evaluate the proposed framework and algorithms through a simulation with real traces from disk accesses and from a stock information website. Finally, to increase the applicability of Quality Contracts enhanced Web-database systems, we propose an algorithm to help users adapt to the Web-database system behavior and maximize their query success ratio.

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