A Systematic Approach to Selecting Maintenance Policies in a Data Warehouse Environment

نویسندگان

  • Henrik Engström
  • Sharma Chakravarthy
  • Brian Lings
چکیده

Most work on data warehousing addresses aspects related to the internal operation of a data warehouse server, such as selection of views to materialise, maintenance of aggregate views and performance of OLAP queries. Issues related to data warehouse maintenance, i.e. how changes to autonomous sources should be detected and propagated to a warehouse, have been addressed in a fragmented manner. Although data propagation policies, source database capabilities, and user requirements have been addressed individually, their co-dependencies and relationships have not been explored. In this paper, we present a comprehensive framework for evaluating data propagation policies against data warehouse requirements and source capabilities. We formalize data warehouse specification along the dimensions of staleness, response time, storage, and computation cost, and classify source databases according to their data propagation capabilities. A detailed cost-model is presented for a representative set of policies. A prototype tool has been developed to allow an exploration of the various trade-offs.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

افزایش سرعت نگهداری افزایشی دید با استفاده از الگوریتم فاخته

Data warehouse is a repository of integrated data that is collected from various sources. Data warehouse has a capability of maintaining data from various sources in its view form. So, the view should be maintained and updated during changes of sources. Since the increase in updates may cause costly overhead, it is necessary to update views with high accuracy. Optimal Delta Evaluation method is...

متن کامل

Benchmarking of Data Warehouse Maintenance Policies HS-IDA-MD-00-001

Many maintenance policies have been proposed for refreshing a warehouse. The difficulties of selecting an appropriate maintenance policy for a specific scenario with specific source characteristics, user requirements etc. has triggered researcher to develop algorithms and cost-models for predicting cost associated with a policy and a scenario. In this dissertation, we develop a benchmarking too...

متن کامل

Utility of Ranking Warehouse Candidates in Workshop Locations Using UTAStar

Although the importance of locating in manufacturing and service companies is not a new issue, one of significance applications is to determine the appropriate location for warehouses in manufacturing workshops warehouses to the maintenance of materials or products. In any organizations, Finding the suitable site for warehouses establishments to increase customer service and efficiency is one o...

متن کامل

A Holistic Approach to the Evaluation of Data Warehouse Maintenance Policies

The research community is addressing a number of issues in response to increased reliance of organisations on data warehousing. Most work addresses individual aspects related to incremental view maintenance, propagation algorithms, consistency requirements, performance of OLAP queries etc. There remains a need to consolidate relevant results into a cohesive framework for data warehouse maintena...

متن کامل

A Uniform Approach for Selecting Views and Indexes in a Data Warehouse

Careful selection of aggregate views and some of their most used indexes to materialize in a data warehouse reduces the warehouse query response time as well as warehouse maintenance cost under some storage space constraint. Data Warehouses collect and store large amounts of integrated enterprise data from a number of independent data sources over a long period of time. Warehouse data are used ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2002