Towards a new empiricism

old_uid2768
titleTowards a new empiricism
start_date2007/05/07
schedule10h-12h
onlineno
summaryThe 17th century debate between the empiricists and the rationalists was a disagreement between friends?between colleagues who were jointly fighting for science and against Scholasticism. Empiricism has traditionally favored quantitative theories of evidence, and attempted to reinterpret kinds of knowledge that do not require evidence (such as mathematics) in such a way that they can be seen as developments of logic rather than empirical science. Rationalists and empiricists have both sought simplicity in scientific description: rationalists have accounted for this on the basis of the nature of the human mind, while empiricists have attempted to find an account that lies outside of the accidental structure of the mind. In recent years, some kinds of Bayesian analyses have succeeded in pushing the empiricist program forward, notably approaches employing Minimum Description Length analysis (Rissanen 1989). In this framework, the algorithmic complexity of a grammar can be calculated, in ways very similar to those of the Logical Structure of Linguistic Theory (Chomsky 1955), and used as the basis for a probability distribution over grammars. It then becomes possible to give an abstract, but empiricist, definition of the best analysis of a finite set of linguistic data. We will sketch how this can be done, and how its results can be computationally implemented, illustrated by a computer program that learns morphological structure automatically.
responsiblesAroui