What are the Foundations of AI?
Philosophy:
Logic, reasoning, mind as a physical system, foundations of learning, language and rationality.
Where does knowledge come from?
How does knowledge lead to action?
How does mental mind arise from physical brain?
Can formal rules be used to draw valid conclusions?
Mathematics:
Formal representation and proof algorithms, computation, undecidability, intractability, probability.
What are the formal rules to draw the valid conclusions?
What can be computed?
How do we reason with uncertain information?
Psychology:
Adaptation, phenomena of perception and motor control.
How humans and animals think and act?
Economics:
Formal theory of rational decisions, game theory, operation research.
How should we make decisions so as to maximize payoff?
How should we do this when others may not go along?
How should we do this when the payoff may be far in future?
Linguistics:
Knowledge representation, grammar
How does language relate to thought?
Neuroscience:
Physical substrate for mental activities
How do brains process information?
Control theory:
Homeostatic systems, stability, optimal agent design
How can artifacts operate under their own control?
Logic, reasoning, mind as a physical system, foundations of learning, language and rationality.
Where does knowledge come from?
How does knowledge lead to action?
How does mental mind arise from physical brain?
Can formal rules be used to draw valid conclusions?
Mathematics:
Formal representation and proof algorithms, computation, undecidability, intractability, probability.
What are the formal rules to draw the valid conclusions?
What can be computed?
How do we reason with uncertain information?
Psychology:
Adaptation, phenomena of perception and motor control.
How humans and animals think and act?
Economics:
Formal theory of rational decisions, game theory, operation research.
How should we make decisions so as to maximize payoff?
How should we do this when others may not go along?
How should we do this when the payoff may be far in future?
Linguistics:
Knowledge representation, grammar
How does language relate to thought?
Neuroscience:
Physical substrate for mental activities
How do brains process information?
Control theory:
Homeostatic systems, stability, optimal agent design
How can artifacts operate under their own control?
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