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On the developpement of an expert system for student's evaluation: case of a network course

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par Jacques ILUNGA MANDALA
Université de Kinshasa - Licence 2015
  

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I.2.2. General Concept of the expert systems

The knowledge of an expert system can be represented several in manners (it can be encapsulated in the rules and the objects).

A common method to represent knowledge is in form of the rules of the type IF... then...

For example:

IF the light is red THEN you stop.

A traditional expert system embarks a not written knowledge which must be obtained from a specialist through intense interviews by an engineer in knowledge (knowledge engineer) for a long period. The process of the construction of an expert system is called engineering of knowledge and consists of the acquisition of knowledge near a human specialist or another source, and its coding in the expert system.

General stages of the development of an expert system are developed in the figure 1.3 here after:

Human specialist

Engineer of knowledge

Basic knowledge of the expert system

Dialogue

Clarification in rules

The engineer of knowledge establishes initially a dialogue with a specialist to obtain his knowledge. Then, the engineer of knowledge explicitly codifies knowledge in the basic knowledge in form of the rules. The specialist then evaluates the expert system and present criticisms at the engineer of knowledge. This process is repeated until the expert considers satisfying the behavior of the expert system.

The expert systems are often conceived differently from the conventional programs because the problems generally do not have an algorithmic solution and depend on the inferences to obtain a reasonable solution, by considering the solution obtained as best which one can expect if there is no algorithm leading the optimal solution. Because the expert system depends on the inference, it must be able to explain its reasoning so that it is checked.

The facility of explanation forms the integral part of the sophisticated expert systems.

Some expert systems allow that the system learns from the rules through the example by using the induction of the rules starting from the tables of the data.

I.2.3. Characteristics of an expert system

An expert system can be conceived so that it has the following characteristic:

o High output: The system must have the capacity to answer to a qualification level equal or higher than a specialist in the field. That means that the quality of council given by a system must be very high.

o Adequate response time: The system must act as a reasonable time, comparable or better at the time required by a specialist, to make a decision.

o Reliability: the expert system must be reliable and does not have to know "faults" if not it will not be used.

o Comprehensible: the system must be able to explain the stages of its reasoning while they are carried out, instead of being only one block box which produces a miraculous answer.

o Flexibility: Considering the great quantity of knowledge which an expert system can have, it is significant to have an efficient mechanism to add, modify, and eliminate knowledge.

A reason of the popularity of the expert systems based on the rules is the efficient and modular capacity of storage of the rules.

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