Solomonoff's theory of inductive inference
GPTKB entity
Statements (25)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:logic
|
| gptkbp:basisFor |
gptkb:AIXI
universal artificial intelligence |
| gptkbp:describes |
sequence prediction
universal prediction |
| gptkbp:field |
gptkb:artificial_intelligence
gptkb:machine_learning algorithmic information theory |
| gptkbp:hasConcept |
prediction is made by averaging over all possible computable models
all computable hypotheses are considered simpler hypotheses are weighted higher |
| https://www.w3.org/2000/01/rdf-schema#label |
Solomonoff's theory of inductive inference
|
| gptkbp:influenced |
gptkb:Solomonoff_induction
algorithmic probability universal prediction theory |
| gptkbp:limitation |
incomputable in practice
|
| gptkbp:proposedBy |
gptkb:Ray_Solomonoff
|
| gptkbp:relatedTo |
gptkb:Kolmogorov_complexity
gptkb:universal_Turing_machine gptkb:Occam's_razor Bayesian inference |
| gptkbp:uses |
algorithmic probability
|
| gptkbp:yearProposed |
1960
|
| gptkbp:bfsParent |
gptkb:Kolmogorov_complexity
|
| gptkbp:bfsLayer |
5
|