@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} }