Price: $25.00
(as of Dec 24,2024 05:58:10 UTC – Details)
Publisher : MIT Press (January 1, 2003)
Language : English
Paperback : 228 pages
ISBN-10 : 026251382X
ISBN-13 : 978-0262513821
Item Weight : 11.1 ounces
Dimensions : 6.1 x 0.52 x 9.1 inches
In the world of artificial intelligence, the concept of limited rationality plays a crucial role in decision-making processes. This idea suggests that individuals, including AI systems, do not always have access to all the information needed to make optimal choices. Instead, they must rely on heuristics, biases, and simplifying strategies to navigate complex environments.
In the field of AI research, understanding and studying limited rationality is essential for developing more efficient and effective algorithms. By acknowledging the inherent limitations of decision-making processes, researchers can design AI systems that are better equipped to handle uncertainty, ambiguity, and incomplete information.
One of the key challenges in studying limited rationality is striking a balance between computational complexity and real-world applicability. AI systems must be able to make decisions quickly and accurately, even when faced with incomplete or conflicting data. This requires a deep understanding of human cognition, decision-making processes, and behavioral economics.
By embracing the concept of limited rationality, researchers can create AI systems that are more adaptable, robust, and effective in real-world scenarios. These systems can learn from experience, update their beliefs, and make decisions based on a combination of logic, intuition, and past experiences.
In conclusion, studying limited rationality in artificial intelligence is essential for developing more advanced and sophisticated algorithms. By understanding the constraints and biases that affect decision-making processes, researchers can create AI systems that are better equipped to handle uncertainty and make optimal choices in complex environments. Ultimately, by doing the right thing and incorporating insights from studies in limited rationality, we can pave the way for more intelligent and ethical AI systems.
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