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MultiQuality Data Replication in Multimedia Databases

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Quality is the most essential property for a Multimedia Database. Multimedia Databases can have a wide ... Approaches to Satisfy User Quality Specifications ... – PowerPoint PPT presentation

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Title: MultiQuality Data Replication in Multimedia Databases


1
Multi-Quality Data Replication in Multimedia
Databases
  • Yi-Cheng Tu, Student Member, IEEE, Jingfeng Yan,
    Student Member, IEEE,
  • Gang Shen and
  • Sunil Prabhakar, Senior Member, IEEE
  • Presenter
  • Kishore Nallagatla
  • CSU ID 2460963

2
Introduction to Multimedia Databases
  • Quality is the most essential property for a
    Multimedia Database
  • Multimedia Databases can have a wide range of
    quality parameters
  • Quality aware multimedia systems allow users to
    specify the quality of media to be delivered

3
Approaches to Satisfy User Quality Specifications
  • Dynamic Adaptation
    Store only the highest resolution copy and
    convert it to the quality format requested
  • Static Adaptation Precompute each different
    quality that can be requested and store them on
    disk

4
Advantages Disadvantages
  • In Dynamic adaptation, a very high CPU overhead
    is required for transcoding from one quality to
    another
  • In Static adaptation, a high disk space is
    required to store replicas of different qualities
  • We trade disk space for runtime CPU cycles, which
    is a cost-effective trade-off since disks are
    relatively cheap

5
Assumptions in Static adaptation
  • User requests concentrate on small number of
    quality profiles
  • There is always enough storage space

6
The Problem
  • The choice of which quality copies to store
    becomes important and is the focus of this paper
  • This is called the Replication problem

7
Traditional Data Replication
  • The copies of data are placed in various nodes in
    a distributed environment

8
Quality-Aware Replication
  • The data is placed in a metric space of quality
    values termed as quality space

9
  • In this paper, strategies are presented to
    choose the quality of replicas under two
    different user requirements
  • Hard Quality Model User receives the exact
    quality required
  • Soft Quality Model Users are willing to
    negotiate quality they will receive

10
Notations Used In The Paper
11
Strategy for Hard-Quality Systems
  • The unavailability of a requested quality results
    in rejection of the request
  • Hence the reject probability p will be a metric
    for performance evaluation

12
Strategies for Soft-quality Systems
  • Utility Functions
  • Data Replication as an optimization

13
  • The Greedy algorithm

14
  • The Iterative Greedy Algorithm

15
Conclusion
  • In this paper, the problem of selecting quality
    specific replicas of media data has been studied
  • This problem is generally overlooked in
    multimedia database research due to the
    assumption that storage space is abundant
  • In this paper is has been demonstrated that this
    is not the case if the system is to adapt to user
    quality requirements
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