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Decision Support Systems DSS
Oracle Tips by Burleson Consulting |
High Performance Data Warehousing
Decision Support Systems And Expert Systems
Decision Support Systems And Data
Warehouses
Decision support systems also allow the user to create what-if
scenarios. These are essentially modeling tools that allow the user
to define an environment and simulate the behavior of that
environment under changing conditions. For example, the user of a
DSS for finance could create a hypothetical stock portfolio and then
direct the DSS to model the behavior of that stock portfolio under
different market conditions. Once these behaviors are specified, the
user may vary the contents of the portfolio and view the results.
The types of output from decision support systems include:
* Management information systems (MIS)--Standard reports and
forecasts of sales.
* Hypothesis testing--Did sales decrease in the Eastern
region last month because of changes in buying habits? This involves
iterative questioning, with one answer leading to another question.
* Model building--Creating a sales model, and validating its
behavior against the historical data in the warehouse. Predictive
modeling is often used to forecast behaviors based on historical
factors.
* Discovery of unknown trends--For example, why are sales up
in the Eastern region? Data mining tools answer questions in those
instances where you may not even know what specific questions to
ask.
The role of human intuition in this type of problem solving has
stirred great debate. Decision support systems allow the user to
control the decision-making process, applying his or her own
decision-making rules and intuition to the process. However, the
arguments for and against using artificial intelligence to manage
the intuitive component of these systems has strong proponents on
both sides.
Now that expert systems and decision support systems have been
described, let’s take a look at how databases are used to develop
these systems.
This is an excerpt from "High Performance
Data Warehousing", copyright 1997.
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