TY - CHAP
T1 - Formal Learning TheoryCorrespondence to D. Osherson, DIPSCO, Istituto San Rafaelle, Via Olgettina 60, I-20132 Milano, Italy
AU - Osherson, Daniel
AU - de Jongh, Dick
AU - Martin, Eric
AU - Weinstein, Scott
N1 - Funding Information:
Research support was provided by the Office of Naval Research under contracts Nos. N00014-87-K-0401 N00014-89-J-1725 and by the Swiss National Science Foundation under grant number 21-32399.91. Correspondence to D. Osherson, DIPSCO, Istituto San Rafaelle, Via Olgettina 60, I-20132 Milano, Italy.
PY - 2011
Y1 - 2011
N2 - This chapter is devoted to formal models of language acquisition, and of empirical inquiry more generally. Central to the theory is the concept of a paradigm (or model) of empirical inquiry. The inquiry in question might be that of a child learning language, or of a scientist investigating nature. Every paradigm in the theory has essentially the same stock of component concepts. A paradigm offers formal reconstruction of the following concepts: a theoretically possible reality, an intelligible hypothesis about reality, the data available about any given reality, a scientist (or child), and successful behavior by a scientist working in a given, possible reality. Different paradigms formalize this picture in different ways, resulting in different games. Whether a particular game is winnable depends, among other things, on the breadth of the set of possible realities. Wider sets make successful learning more difficult, to the point of impossibility. The dominant concern of learning theory is to formulate an illuminating characterization of the paradigms in which success is achievable. There is no better introduction to learning theory than presentation of its most fundamental paradigm.
AB - This chapter is devoted to formal models of language acquisition, and of empirical inquiry more generally. Central to the theory is the concept of a paradigm (or model) of empirical inquiry. The inquiry in question might be that of a child learning language, or of a scientist investigating nature. Every paradigm in the theory has essentially the same stock of component concepts. A paradigm offers formal reconstruction of the following concepts: a theoretically possible reality, an intelligible hypothesis about reality, the data available about any given reality, a scientist (or child), and successful behavior by a scientist working in a given, possible reality. Different paradigms formalize this picture in different ways, resulting in different games. Whether a particular game is winnable depends, among other things, on the breadth of the set of possible realities. Wider sets make successful learning more difficult, to the point of impossibility. The dominant concern of learning theory is to formulate an illuminating characterization of the paradigms in which success is achievable. There is no better introduction to learning theory than presentation of its most fundamental paradigm.
KW - Formal Learning Theory
KW - Language Acquisition
KW - Machine Inductive Inference
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U2 - 10.1016/B978-0-444-53726-3.00015-3
DO - 10.1016/B978-0-444-53726-3.00015-3
M3 - Chapter
AN - SCOPUS:84882839405
SN - 9780444537263
SP - 725
EP - 763
BT - Handbook of Logic and Language
PB - Elsevier
ER -