A Scheduling Strategy for OLAM Tasks and Its Application in a Financial BI System

This paper proposes a scheduling strategy which divides OLAM (Online Analytical Mining) tasks into query tasks, mining tasks and updating tasks in order to improve the efficiency of BI (Business Intelligence) systems. OLAM mechanism is considered as the seamless integration of OLAP (Online Analytical Processing) and data mining on data cubes, according to which the scheduling strategy focuses on. This paper emphasizes the interaction of OLAP, data mining and data cube updating, illustrates the details of the OLAM scheduling strategy and demonstrates its efficiency by performing it in a financial BI system.

[1]  Markus Grünwald,et al.  Business Intelligence , 2009, Informatik-Spektrum.

[2]  W. Scott Spangler,et al.  The integration of business intelligence and knowledge management , 2002, IBM Syst. J..

[3]  Surajit Chaudhuri,et al.  Maintenance of Materialized Views: Problems, Techniques, and Applications. , 1995 .

[4]  Efraim Turban,et al.  Business Intelligence: Second European Summer School, eBISS 2012, Brussels, Belgium, July 15-21, 2012, Tutorial Lectures , 2013 .

[5]  Jiawei Han,et al.  OLAP Mining: Integration of OLAP with Data Mining , 1997, DS-7.

[6]  Jiawei Han,et al.  Towards on-line analytical mining in large databases , 1998, SGMD.

[7]  Milena Tvrdíková Support of Decision Making by Business Intelligence Tools , 2007, 6th International Conference on Computer Information Systems and Industrial Management Applications (CISIM'07).

[8]  Krithi Ramamritham,et al.  Materialized view selection and maintenance using multi-query optimization , 2000, SIGMOD '01.

[9]  Jennifer Chiang,et al.  Issues for On-Line Analytical Mining of Data Warehouses , 1998 .

[10]  Jeffrey D. Ullman,et al.  Implementing data cubes efficiently , 1996, SIGMOD '96.

[11]  Xiaohua Hu,et al.  An OLAM framework for Web usage mining and business intelligence reporting , 2002, 2002 IEEE World Congress on Computational Intelligence. 2002 IEEE International Conference on Fuzzy Systems. FUZZ-IEEE'02. Proceedings (Cat. No.02CH37291).

[12]  Nicholas R. Jennings,et al.  Using Intelligent Agents to Manage Business Processes , 1996, PAAM.

[13]  D. W. Barron Computer operating systems , 1971 .