6533b830fe1ef96bd1296e97

RESEARCH PRODUCT

Memory limited inductive inference machines

Rusins FreivaldsCarl Smith

subject

Computer Science::Machine LearningClass (set theory)Computer scienceInductive biasProbabilistic logicRecursive functionsLimit (mathematics)Inductive reasoningAlgorithm

description

The traditional model of learning in the limit is restricted so as to allow the learning machines only a fixed, finite amount of memory to store input and other data. A class of recursive functions is presented that cannot be learned deterministically by any such machine, but can be learned by a memory limited probabilistic leaning machine with probability 1.

https://doi.org/10.1007/3-540-55706-7_2