On the inductive inference of recursive real-valued functions

Citation
K. Apsitis et al., On the inductive inference of recursive real-valued functions, THEOR COMP, 219(1-2), 1999, pp. 3-17
Citations number
9
Categorie Soggetti
Computer Science & Engineering
Journal title
THEORETICAL COMPUTER SCIENCE
ISSN journal
03043975 → ACNP
Volume
219
Issue
1-2
Year of publication
1999
Pages
3 - 17
Database
ISI
SICI code
0304-3975(19990528)219:1-2<3:OTIIOR>2.0.ZU;2-6
Abstract
We combine traditional studies of inductive inference and classical continu ous mathematics to produce a study of learning real-valued functions. We co nsider two possible ways to model the learning by example of functions with domain and range the real numbers. The first approach considers functions as represented by computable analytic functions. The second considers arbit rary computable functions of recursive real numbers. In each case we find n atural examples of learnable classes of functions and unlearnable classes o f functions. (C) 1999 Elsevier Science B.V. All rights reserved.