The document discusses various topics in artificial intelligence including expert systems, robotics, vision systems, natural language processing, learning systems, neural networks, and virtual reality. It defines key terms, provides examples, and outlines the development process for expert systems.
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Artificial intelligence
2. Principles of Information Systems, Seventh Edition 2
Artificial intelligence systems form a broad and diverse
set of systems that can replicate human decision making
for certain types of well-defined problems
Define the term artificial intelligence and state the
objective of developing artificial intelligence systems
List the characteristics of intelligent behavior and compare
the performance of natural and artificial intelligence
systems for each of these characteristics
Identify the major components of the artificial intelligence
field and provide one example of each type of system
3. Principles of Information Systems, Seventh Edition 3
Expert systems can enable a novice to perform at the
level of an expert but must be developed and maintained
very carefully
List the characteristics and basic components of expert
systems
Identify at least three factors to consider in evaluating the
development of an expert system
Outline and briefly explain the steps for developing an
expert system
Identify the benefits associated with the use of expert
systems
4. Principles of Information Systems, Seventh Edition 4
Virtual reality systems have the potential to reshape the
interface between people and information technology by
offering new ways to communicate information, visualize
processes, and express ideas creatively
Define the term virtual reality and provide three examples
of virtual reality applications
5. Principles of Information Systems, Seventh Edition 5
Specialized systems can help organizations and
individuals achieve their goals
Discuss examples of specialized systems for
organizational and individual use
6. Principles of Information Systems, Seventh Edition 6
An Overview of Artificial Intelligence
Artificial intelligence (AI): the ability of computers to
mimic or duplicate the functions of the human brain
Artificial intelligence systems: people, procedures,
hardware, software, data, and knowledge needed to
develop computer systems and machines that demonstrate
the characteristics of intelligence
7. Principles of Information Systems, Seventh Edition 7
The Nature of Intelligence
Learn from experiences and apply knowledge acquired
from experience
Handle complex situations
Solve problems when important information is missing
Determine what is important
React quickly and correctly to a new situation
8. Principles of Information Systems, Seventh Edition 8
The Nature of Intelligence (continued)
Understand visual images
Process and manipulate symbols
Be creative and imaginative
Use heuristics
9. Principles of Information Systems, Seventh Edition 9
Table 11.1: A Comparison of Natural
and Artificial Intelligence
10. Principles of Information Systems, Seventh Edition 10
Figure 11.1: A Conceptual Model of
Artificial Intelligence
11. Principles of Information Systems, Seventh Edition 11
Expert Systems
Hardware and software that stores knowledge and makes
inferences, similar to a human expert
Used in many business applications
12. Principles of Information Systems, Seventh Edition 12
Robotics
Mechanical or computer devices that perform tasks
requiring a high degree of precision or that are tedious or
hazardous for humans
Robots are essential components of todays automated
manufacturing and military systems
Future robots will find wider applications in banks,
restaurants, homes, doctor offices, and hazardous working
environments
13. Principles of Information Systems, Seventh Edition 13
Vision Systems
The hardware and software that permit computers to
capture, store, and manipulate visual images and pictures
Used by the U.S. Justice Department to perform
fingerprint analysis
Can be used in identifying people based on facial features
Can be used in conjunction with robots to give these
machines sight
14. Principles of Information Systems, Seventh Edition 14
Natural Language Processing
Processing that allows the computer to understand and
react to statements and commands made in a natural
language, such as English
Three levels of voice recognition
Command: recognition of dozens to hundreds of words
Discrete: recognition of dictated speech with pauses
between words
Continuous: recognition of natural speech
15. Principles of Information Systems, Seventh Edition 15
Learning Systems
A combination of software and hardware that allows the
computer to change how it functions or reacts to
situations based on feedback it receives
Learning systems software requires feedback on the
results of actions or decisions
Feedback is used to alter what the system will do in the
future
16. Principles of Information Systems, Seventh Edition 16
Neural Networks
A computer system that can simulate the functioning of a
human brain
The ability to retrieve information even if some of the
neural nodes fail
Fast modification of stored data as a result of new
information
The ability to discover relationships and trends in large
databases
The ability to solve complex problems for which all the
information is not present
17. Principles of Information Systems, Seventh Edition 17
Other Artificial Intelligence Applications
Genetic algorithm: an approach to solving large,
complex problems in which a number of related
operations or models change and evolve until the best one
emerges
Intelligent agent: programs and a knowledge base used
to perform a specific task for a person, a process, or
another program
18. Principles of Information Systems, Seventh Edition 18
An Overview of Expert Systems:
Characteristics and Limitations of an
Expert System
Can explain their reasoning or suggested decisions
Can display intelligent behavior
Can draw conclusions from complex relationships
Can provide portable knowledge
Can deal with uncertainty
19. Principles of Information Systems, Seventh Edition 19
Characteristics and Limitations of an
Expert System (continued)
Not widely used or tested
Difficult to use
Limited to relatively narrow problems
Cannot readily deal with mixed knowledge
Possibility of error
20. Principles of Information Systems, Seventh Edition 20
Characteristics and Limitations of an
Expert System (continued)
Cannot refine its own knowledge
Difficult to maintain
May have high development costs
Raise legal and ethical concerns
21. Principles of Information Systems, Seventh Edition 21
When to Use Expert Systems
Provide a high potential payoff or significantly reduce
downside risk
Capture and preserve irreplaceable human expertise
Solve a problem that is not easily solved using traditional
programming techniques
Develop a system more consistent than human experts
22. Principles of Information Systems, Seventh Edition 22
When to Use Expert Systems (continued)
Provide expertise needed at a number of locations at the
same time or in a hostile environment that is dangerous to
human health
Provide expertise that is expensive or rare
Develop a solution faster than human experts can
Provide expertise needed for training and development to
share the wisdom and experience of human experts with a
large number of people
24. Principles of Information Systems, Seventh Edition 24
The Knowledge Base
Stores all relevant information, data, rules, cases, and
relationships used by the expert system
Assembling human experts
Use of fuzzy logic
Use of rules
Use of cases
25. Principles of Information Systems, Seventh Edition 25
The Inference Engine
Inference engine: part of the expert system that seeks
information and relationships from the knowledge base
and provides answers, predictions, and suggestions the
way a human expert would
Backward chaining
Forward chaining
Comparison of backward and forward chaining
26. Principles of Information Systems, Seventh Edition 26
The Explanation Facility
Allows a user or decision maker to understand how the
expert system arrived at certain conclusions or results
For example: it allows a doctor to find out the logic or
rationale of the diagnosis made by a medical expert
system
27. Principles of Information Systems, Seventh Edition 27
The Knowledge Acquisition Facility
Provides convenient and efficient means of capturing and
storing all the components of the knowledge base
Acts as an interface between experts and the knowledge
base
28. Principles of Information Systems, Seventh Edition 28
The User Interface
Specialized user interface software is employed for
designing, creating, updating, and using expert systems
The main purpose of the user interface is to make the
development and use of an expert system easier for users
and decision makers
29. Principles of Information Systems, Seventh Edition 29
Figure 11.6: Steps in the Expert System
Development Process
30. Principles of Information Systems, Seventh Edition 30
Participants in Developing and Using
Expert Systems
Domain expert: individual or group who has the
expertise or knowledge one is trying to capture in the
expert system
Knowledge engineer: an individual who has training or
experience in the design, development, implementation,
and maintenance of an expert system
Knowledge user: individual or group who uses and
benefits from the expert system
31. Principles of Information Systems, Seventh Edition 31
Figure 11.7: Participants in Expert
Systems Development and Use
32. Principles of Information Systems, Seventh Edition 32
Expert Systems Development Tools
and Techniques
Traditional programming languages
Special programming languages
Expert system shells: collection of software packages
and tools used to design, develop, implement, and
maintain expert systems
Off-the-shelf expert system shells
33. Principles of Information Systems, Seventh Edition 33
Figure 11.8: Software for expert
systems development has evolved
greatly since 1980
34. Principles of Information Systems, Seventh Edition 34
Expert Systems Development
Alternatives
In-house development: develop from scratch
In-house development: develop from a shell
Off-the-shelf purchase: use existing packages
35. Principles of Information Systems, Seventh Edition 35
Figure 11.9: Some Expert System
Development Alternatives and Their
Relative Cost and Time Values
36. Principles of Information Systems, Seventh Edition 36
Applications of Expert Systems and
Artificial Intelligence
Credit granting and loan analysis
Stock picking
Catching cheats and terrorists
Budgeting
Games
37. Principles of Information Systems, Seventh Edition 37
Applications of Expert System and
Artificial Intelligence (continued)
Information management and retrieval
AI and expert systems embedded in products
Plant layout and manufacturing
Hospitals and medical facilities
38. Principles of Information Systems, Seventh Edition 38
Applications of Expert System and
Artificial Intelligence (continued)
Help desks and assistance
Employee performance evaluation
Virus detection
Repair and maintenance
39. Principles of Information Systems, Seventh Edition 39
Applications of Expert System and
Artificial Intelligence (continued)
Shipping
Marketing
Warehouse optimization
40. Principles of Information Systems, Seventh Edition 40
Virtual Reality
Virtual reality system: enables one or more users to
move and react in a computer-simulated environment
Immersive virtual reality: user becomes fully immersed
in an artificial, three-dimensional world that is completely
generated by a computer
41. Principles of Information Systems, Seventh Edition 41
Interface Devices
Head-mounted display (HMD)
Binocular Omni-Orientation Monitor (BOOM)
CAVE
Haptic interface
42. Principles of Information Systems, Seventh Edition 42
Interface Devices (continued)
The BOOM, a head-coupled display device.
43. Principles of Information Systems, Seventh Edition 43
Interface Devices (continued)
Viewing the Detroit Midfield Terminal in an immersive CAVE system.
44. Principles of Information Systems, Seventh Edition 44
Forms of Virtual Reality
Immersive virtual reality
Mouse-controlled navigation through a three-dimensional
environment on a graphics monitor
Stereo projection systems
Stereo viewing from the monitor via stereo glasses
45. Principles of Information Systems, Seventh Edition 45
Virtual Reality Applications
Medicine
Education and training
Real estate marketing and tourism
Entertainment
46. Principles of Information Systems, Seventh Edition 46
Other Specialized Systems
Segway
A microchip that might be able to help quadriplegics
perform tasks they could not perform otherwise
Radio-frequency identification (RFID) tags
47. Principles of Information Systems, Seventh Edition 47
Other Specialized Systems (continued)
Smart containers for ships, railroads, and trucks
Game theory
Informatics
48. Principles of Information Systems, Seventh Edition 48
Summary
Artificial intelligence (AI): ability of computers to
mimic or duplicate the functions of the human brain
Artificial intelligence systems consist of people,
procedures, hardware, software, data, and knowledge
needed to develop computer systems and machines that
demonstrate the characteristics of intelligence
Expert system: computer system that stores knowledge
and makes inferences, similar to a human expert
49. Principles of Information Systems, Seventh Edition 49
Summary (continued)
Robotics: mechanical or computer devices that perform
tasks requiring a high degree of precision or that are
tedious or hazardous for humans
Vision systems: computer system that permits computers
to capture, store, and manipulate visual images and
pictures
Natural language processing: allows the computer to
understand and react to statements and commands made
in a natural language, such as English
50. Principles of Information Systems, Seventh Edition 50
Summary (continued)
Learning system: computer system that allows the
computer to change how it functions or reacts to
situations based on feedback it receives
Neural network: computer system that can simulate the
functioning of a human brain
Virtual reality system enables one or more users to move
and react in a computer-simulated environment