Wednesday, January 12, 2011

Agent types

 
Four basic types in order of increasing generality:
Simple reflex agents
Model-based reflex agents
Goal-based agents
Utility-based agents
Simple reflex agents:
Select actions on the basis of the current percept, ignoring the rest of the percept histroy.
Eg:
    Vacuum agent
Its decision is based only on the current location and on whether that contains dirt
Model-based reflex agents:
Partial observability-maintain some sort of internal state,depends on percept history,reflects some unobserved aspect.
    2 kind of knowledge:
 1)How world evolves independently of the agent.
2)How the agent’s own action affect the world.
“How the world works”-Model of the world

Goal-based agents:
            •With current state description, the agent needs goal information.
                 Eg: taxi driving- passenger’s destination.
             •Goal based action is straight forward.
                    “What will happen if I do such and such?”
Utility-based agents:

             •Goal alone are not enough to generate high quality
             •Goal just provide distinction between “happy” and “unhappy”.
                     Two kind of cases where goals are inadequate:
                          •  Conflicting goals-some of them can be achieved.
                          •Several goals-none can be acieved,importance of goals are taken.
 

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