@InProceedings{daume07implication,
author = {Hal {Daum\'e III} and Lyle Campbell},
title = {A {B}ayesian Model for Discovering Typological Implications},
booktitle = {Conference of the Association for Computational Linguistics (ACL)},
year = {2007},
address = {Prague, Czech Republic},
abstract = {
A standard form of analysis for linguistic typology is the universal
implication. These implications state facts about the range of extant
languages, such as ``if objects come after verbs, then adjectives come
after nouns.'' Such implications are typically discovered by
painstaking hand analysis over a small sample of languages. We
propose a computational model for assisting at this process. Our
model is able to discover both well-known implications as well as some
novel implications that deserve further study. Moreover, through a
careful application of hierarchical analysis, we are able to cope with
the well-known sampling problem: languages are not independent.
},
keywords = {nlp bayes ling},
tagline = {Based on the WALS data, we automatically discover typological implications of the form "verb-object implies noun-adjective." Many of our discovered implications are well known; some are not. We introduce a hierarchical prior to cope with the sampling problem. Slides available as OpenOffice and PDF.},
url = {http://pub.hal3.name/#daume07implication}
}