Questions tagged [utility-based-agents]

Use for questions about utility-based agents.

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Are goal-reaching and optimizing the utility function special cases of performance measure?

In AIMA, performance measure is defined as something evaluating the behavior of the agent in an environment. Rational agents are defined as agents acting so as to maximize the expected value of the ...
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1answer
214 views

What is the difference between a performance standard and performance measure?

I am reading AI: A Modern Approach. In the 2nd chapter when introducing different agent types, i.e., reflex, utility-based, goal-based, and learning agents, I understood that all types of agents, ...
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1answer
134 views

What types of AI agents are Djikstra's algorithm and Prim's Minimum Spanning Tree algorithm?

From the perspective of the type of AI Agents, I would like to discuss Prim's Minimum Spanning Tree algorithm and Dijkstra's Algorithm. Both are model-based agents and both are "greedy algorithms&...
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Learning utility function for AIS data

I am trying to learn utility functions for ships through their AIS data. I have a lot of data available and plan on focusing on fishing boats. So far I've researched a lot of IRL algorithms but I'm ...
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2answers
8k views

What is the difference between goal-based and utility-based agents?

What is the difference between goal-based and utility-based agents? Please, provide a real-world example.