Title: Week 4
1Week 4
- Decision Support System (DSS)/ Intelligent DSS
2Case Scenario
ABC Enterprise is a multinational company that
offers multimedia content services in several
regions in Asia. It has more than 2000 suppliers
serving 6 millions content subscribers. For a
company of this size, a major problem is to
maintain its efficient operation with minimum
costs. One problem that has caused trouble in the
companys information systems department is how
to maintain its more than 2000 suppliers. Every
year, they have to retain or hire new suppliers
from thousands of external application. The CEO
of the company, Mr. Ridzuan wishes that the
process of selecting supplier can be controlled
in order to maximize its return. Thus, Mr.
Ridzuan is thinking whether there is any system
that can be built to assist in making decision of
selecting new supplier based on criteria such as
technical expertise, job quality, costs etc.
3Concept of Decision Support Systems (DSS)
DSS are interactive computer-based systems, which
help decision makers utilize data and models to
solve unstructured problems (Scott Morton,
1971) Decision support systems couple the
intellectual resources of individuals with the
capabilities of the computer to improve the
quality of decisions. It is a computer-based
support system for management decision makers who
deal with semi-structured problems (Keen and
Scott Morton, 1978) DSS means different things
to different peopleThere is no universally
accepted definition of DSS
4DSS terms
- DSS is closely associated with the terms Online
Analytical Processing (OLAP) and Data Warehousing
(DW) - OLAP refers to querying and accessing on-line
database - DW refers to specific technical architectures for
storing and accessing large amounts of data
5Characteristics and Capabilities of DSS
- DSS
- Provide support in semi-structured and
unstructured situations. - Support for various managerial levels.
- Support all phases of the decision-making
process. - Goal is to improve the effectiveness of decision
making. - Decision makers can make better, more consistent
decisions in a timely manner.
6DSS Components
- 1. Data Management Subsystem2. Model Management
Subsystem3. Knowledge Management Subsystem4.
User Interface Subsystem5. The User
7Data Management
Model Management
Other Systems
Knowledge Management
User Interface
User
DSS Architecture
8The Data Management Subsystem
- A data management system (DMS) is a computer
program designed to manage a database (a large
set of structured data), and run operations on
the data requested by numerous clients. The DMS
can be interconnected with the corporate data
warehouse. Typical examples of DMS use include
accounting, human resources and customer support
systems. - Â Some of the capabilities of DMS in a DSS are
- Captures/extracts data for inclusion in a DSS
database. - Interrelates data from different sources.
- Performs complex data manipulation tasks based on
user queries.
9Data in DSS
OLAP
K N O W L E D G E
DW
ERP
ETL
Reports
ODS
POS
Mining
Structured
Unstructured
Content Mgmt
Product specs, web docs, video files, ads, CAD,
RD docs, word processing docs, e-mail, project
plans, forms, audio files, brochures, manuals,
legal contracts, graphic designs
10The Model Management Subsystem
- The model base management system (MBMS) is a
computer program that includes financial,
statistical, management science or other
quantitative models that provide the systems
analytical capabilities and appropriate software
management. Usually, the models are customized
using modeling languages (programming tools). - Some of the capabilities of MBMS in a DSS are
- Allows user to manipulate the models so they can
conduct experiments and sensitivity analyses
ranging from what-if to goal seeking. - Catalogs and displays the directory of models for
use by several individuals in the organization.
11Categories of Models
- Optimization
- get the highest level of goal attainment from a
given set of resources. - Heuristics
- "rules of thumb" to arrive at satisfactory
solutions. - Simulation
- predict behavior of a system over time.
- Sensitivity analysis
- change inputs or parameters and look at model
results. - 2 approaches
- What-if analysis forward solution approach.
- Goal seeking backward solution approach.
12The Knowledge Management Subsystem
- Many unstructured and even semi-structured
problems are so complex that their solutions
require expertise. This can be provided by an
expert system or other intelligent system. - Some of the capabilities of KMS in a DSS are
- Provides expertise in solving complex
unstructured and semi-structured problems - What models to use, how, and interpreting results
- Reasoning, handling uncertainty and learning from
data - Expertise provided by an expert system or other
intelligent system (AI techniques)
13Example Knowledge Representation
- Production Rule (IF..THEN..ELSE) Examples
- IF your income is highTHEN your chance of being
audited by the IRS is high. - IF your income is highTHEN your chance of being
audited by the IRS is highELSE your chance for
being audited is lower. - IF your income is high OR your deductions are
unusualTHEN your chance of being audited by the
IRS is highELSE your chance for being audited is
low.
14The User Interface (Dialog) Subsystem
- User interface (of a computer program) refers to
the graphical, textual and auditory information
the program presents to the user, and the control
sequences (such as keystrokes with the computer
keyboard, movements of the computer mouse, and
selections with the touch screen) the user
employs to control the program.
15The User
- Managers
- Staff specialists
- Intermediary1.Staff assistant2.Business
(system) analyst3.Group DSS Facilitator
16Distinguishing DSS from Management Science and
MIS
- DSS is a problem solving tool and is frequently
used to address ad hoc and unexpected problems. - DSS evolve as they develop.
17DSS Example
- Expert Choice
- http//www.l4networks.com/expchoice/ec_hr_mgmt_pre
view.htm (HR Employee) - http//www.l4networks.com/expchoice/ec_vendor_sel_
preview.htm (Vendor Selection) - ProAct
- http//www.cosmic-solutions.com/software/proact/sc
reenshots/prodProf.htm (Product/Customer
Profitability)
18Intelligence Density Dimension
- Response speed
- Flexibility
- Ease of use
- Computing resources