6533b862fe1ef96bd12c60d8
RESEARCH PRODUCT
On the duality between mechanistic learners and what it is they learn
Carl SmithRusins Freivaldssubject
Computer Science::Machine Learningbusiness.industryPerspective (graphical)Duality (mathematics)Multi-task learningInductive reasoningMachine learningcomputer.software_genreRecursive functionsStrong dualityArtificial intelligenceSet (psychology)businesscomputerMathematicsdescription
All previous work in inductive inference and theoretical machine learning has taken the perspective of looking for a learning algorithm that successfully learns a collection of functions. In this work, we consider the perspective of starting with a set of functions, and considering the collection of learning algorithms that are successful at learning the given functions. Some strong dualities are revealed.
| year | journal | country | edition | language |
|---|---|---|---|---|
| 1993-01-01 |