Integrated Data Mining and Business Intelligence
نویسندگان
چکیده
The chapter will describe a new integrated approach to data mining by seamlessly combining business intelligence software functions with manual graphical analysis capabilities with automated data mining techniques. The integrated approach provides an analytic system that supports the KDD process in an integrated manner. Furthermore it recognizes the importance of manual analysis as an important part of the KDD process. The data mining process works cooperatively to enhance OLAP analysis and drill down allowing manual and automated approaches to be combined. It will outline both the general Data Mining process and catalogue many of the types of business intelligence tasks those are needed in any typical data mining production environment.
منابع مشابه
A Data Warehouse/OLAP Framework for Web Usage Mining and Business Intelligence Reporting
Web usage mining is the application of data mining techniques to discover usage patterns and behaviors from web data (clickstream, purchase information, customer information etc) in order to understand and serve e-commerce customers better and improve the online business. In this paper we present a general Data Warehouse/OLAP framework for web usage mining and business intelligence reporting. W...
متن کاملScalable business intelligence with graph collections
Using graph data models for business intelligence applications is a novel and promising approach. In contrast to traditional data warehouse models, graph models enable the mining of relationship patterns. In our prior work, we introduced an approach to graph-based data integration and analytics called BIIIG (Business Intelligence with Integrated Instance Graphs). In this work, we compare state-...
متن کاملAn Integrated Enterprise Resources Planning (ERP) Framework forFlexible Manufacturing SystemsUsing Business Intelligence (BI)Tools
Nowadays Business intelligence (BI) tools provide optimal decision making, analyzing, controlling and monitoring of operations in enterprise systems like enterprise resource planning (ERP) and mainly refer to strong decision making methods used in online analytical processing, reporting and data analysis, such as improve internal processes, analysis of resources, information needs analysis, red...
متن کاملA data warehouse/online analytic processing framework for web usage mining and business intelligence reporting
Web usage mining is the application of data mining techniques to discover usage patterns and behaviors from web data (clickstream, purchase information, customer information, etc.) in order to understand and serve e-commerce customers better and improve the online business. In this article, we present a general data warehouse/online analytic processing (OLAP) framework for web usage mining and ...
متن کاملSun Tzu and The Art of Healing: Executive Dashboards and Data Mining for Business Intelligence in Integrated, Lean Military Medical Supply Logistics for the 21st Century
The combined Air Force, Army, and Navy Surgeons General are now achieving integrated oversight of their medical supplies and resources. This allows a Business Intelligence approach to decisions which is now being enhanced with real-time interactive data-mining tools and executive dashboards. Resources can be efficiently reallocated to military, veteran, family, or civilian purposes, inventories...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2016