CHAPTER 9 - Enabling The Organization ( Decision Making)
Categories of Artificial Intelligence systems are:
EXPERT SYSTEM
Expert system are computed advisory programs that imitated
the reasoning process of experts in solving difficult problem, human experience
is transferred to the expert system and users can access the expert system for
specific advice.
Example of Al system
NEURAL NETWORKS
A neural network also called an artificial neural network ,
is a category of AL that attempts to emulate the way the human brain work. Also
consider a real estate appraiser whose job is to predict the sale price of
residential houses. As with the Bank Loans example, the input pattern consists
of a group of numbers.For example,number of bedrooms, number of stories, floor
area, age of construction, neighbourhood prices, size of lot, and
distance to schools. This problem is similar to the Bank Loans example, because
it has many non-linearities, and is subject to millions of possible inputs
patterns. The difference here is that the output prediction will consist of a
calculated value the selling price of the house. It is possible to train
the neural network to simulate the opinion of an expert appraiser, or to
predict the actual selling price.
GENETIC ALGORITHMS
A genetic algorithm is an artificial intelligence system
that mimics the evolutionary survival of the fittest process to generate
increasingly better solutions to a problem. An artificial intelligent system
that mimics the evolutionary, survival-of-the-fittest process to generate
increasingly better solutions to a problem.It essentially an optimizing system,
it finds the combination of inputs that give the best outputs.Useful when
search space very large or too complex for analytic treatment.In each
iteration (generation) possible solutions or individuals represented
as strings of numbers.
INTELLIGENT AGENTS
is an autonomous entity which observes through
sensors and acts upon an environment using actuators and
directs its activity towards achieving goals . Intelligent agents may
also learn or use knowledge to achieve their goals. They
may be very simple or very complex, a reflex machine such as a
thermostat is an intelligent agent, as is a human being, as is a community
of human beings working together towards a goal.
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