The Center for Data
Insight provides a comprehensive set
of tools for Data Warehousing, Data Mining, Knowledge Discovery, and Data Visualization to
permit solving a broad variety of problems associated with extracting knowledge from
large, complex, and disparate data sources.
Data Mining and Knowledge Discovery are elements of a larger process which itself must be
closely linked to the business domains from which the data is extracted and to which the
final business insights are applied for improvements in the businesses themselves.
Figure 1 End to end process being implemented at the Center for Data
Insight,
illustrating the overall process links to the business domain. A complete tool set exists
in the Center which can be applied against your data to develop custom solutions for
specific business applications.
Figure 2 Example of the knowledge discovery process.
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Define Objectives - Business Analysis
define and prioritize business problems. From this determine the best applications of the
technologies. |
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Select Data - Source the appropriate data
from operational systems that relates to the Business objectives defined above. |
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Cleanse Data - Analyze the state of the
data and cleanse as necessary. |
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Transform Data - Transform the data so that
it can be read and processed by the data mining tools. |
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Mine Data - Apply the analytical algorithms
in the OLAP and Data Mining engines and develop predictive models. |
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Acquire Knowledge - Perform a thorough
analysis of the data mining results. |
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Deploy Results - Deploy results to
the business community as a prototype, pilot analysis, or production implementation. |
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Process Examination - Assess carefully the
results of deployment and examine the process for improvement (i.e. more data needed, more
data cleansing needed...) |
The Center for Data Insight will work with clients to develop answers at every step of
the knowledge discovery process. Using data visualization and analysis tools and
techniques, we will take clients through the process of identifying important trends in
their businesses. Working as a team with the client members we will determine ways to
define and deploy actionable results. |