Efficient Utilization of Materialized Views in a Data Warehouse

نویسندگان

  • Don-Lin Yang
  • Man-Lin Huang
  • Ming-Chuan Hung
چکیده

View Materialization is an effective method to increase query efficiency in a data warehouse. However, one encounters the problem of space insufficiency if all possible views are materialized in advance. Reducing query time by means of selecting a proper set of materialized views with a lower cost is crucial for efficient data warehousing. In addition, the costs of data warehouse creation, query, and maintenance have to be taken into account while views are materialized. The purpose of this research is to select a proper set of materialized views under the storage and cost constraints and to help speedup the entire data warehousing process. We hereby propose a cost model for data warehouse query and maintenance along with an efficient view selection algorithm called Mid-Point Locating Algorithm with Candidate View (MPLA-CV), which uses the gain and loss indices. The main contribution of our paper is to speedup the selection process of materialized views. The second one is to reduce the total cost of data warehouse query and maintenance. In our experiment, there is an average speedup rate of 57.1% without considering maintenance cost. The improvement rate of speedup is 47.4% if maintenance cost is considered. Using the selected set of materialized views, we have an average improvement rate of 25.5% with respect to the query and maintenance costs.

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

Improvement of the Analytical Queries Response Time in Real-Time Data Warehouse using Materialized Views Concatenation

A real-time data warehouse is a collection of recent and hierarchical data that is used for managers’ decision-making by creating online analytical queries. The volume of data collected from data sources and entered into the real-time data warehouse is constantly increasing. Moreover, as the volume of input data to the real time data warehouse increases, the interference between online loading ...

متن کامل

A Solution to View Management to Build a Data Warehouse

Several techniques exist to select and materialize a proper set of data in a suitable structure that manage the queries submitted to the online analytical processing systems. These techniques are called view management techniques, which consist of three research areas: 1) view selection to materialize, 2) query processing and rewriting using the materialized views, and 3) maintaining materializ...

متن کامل

Reducing the Size of Auxiliary Data Needed to Support Materialized View Maintenance in a Data Warehouse Environment

A data warehouse consists of a set of materialized views that contain derived data from several data sources. Materialized views are beneficial because they allow efficient retrieval of summary data. However, materialized views need to be refreshed periodically in order to avoid staleness. During a materialized view refresh only changes to the base tables are transmitted from the data sources t...

متن کامل

Materialized View Selection in a Data Warehouse Using Evolutionary Algorithms

A data warehouse stores lots of materialized views to provide an efficient decision-support or OLAP queries. The view-selection problem addresses to select a fittest set of materialized views from a variety of MVPPs (Yang, 1997) forms a challenge in data warehouse research. In this paper, we present genetic algorithm to choose materialized views. We also use experiments to demonstrate the power...

متن کامل

Applying evolutionary algorithms to materialized view selection in a data warehouse

Effective analysis of genome sequences and associated functional data requires access to many different kinds of biological information. A data warehouse [14,16] plays an important role for storage and analysis for genome sequence and functional data. A data warehouse stores lots of materialized views to provide an efficient decision-support or OLAP queries. The view-selection problem addresses...

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