Global organization of the Wordnet lexicon

被引:164
作者
Sigman, M
Cecchi, GA
机构
[1] Rockefeller Univ, Ctr Studies Phys & Biol, Phys Math Lab, New York, NY 10021 USA
[2] Rockefeller Univ, Neurobiol Lab, New York, NY 10021 USA
[3] Cornell Univ, Weill Med Coll, Dept Psychiat, Funct Neuroimaging Lab, New York, NY 10021 USA
[4] IBM Corp, Div Res, TJ Watson Res Ctr, Biometaphor Comp Grp, Yorktown Hts, NY 10598 USA
关键词
D O I
10.1073/pnas.022341799
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The lexicon consists of a set of word meanings and their semantic relationships. A systematic representation of the English lexicon based in psycholinguistic considerations has been put together in the database Wordnet in a long-term collaborative effort. We present here a quantitative study of the graph structure of Wordnet to understand the global organization of the lexicon. Semantic links follow power-law, scale-invariant behaviors typical of self-organizing networks. Polysemy (the ambiguity of an individual word) is one of the links in the semantic network, relating the different meanings of a common word. Polysemous links have a profound impact in the organization of the semantic graph, conforming it as a small world network, with clusters of high traffic (hubs) representing abstract concepts such as line, head, or circle. Our results show that: (i) Wordnet has global properties common to many self-organized systems, and (ii) polysemy organizes the semantic graph in a compact and categorical representation, in a way that may explain the ubiquity of polysemy across languages.
引用
收藏
页码:1742 / 1747
页数:6
相关论文
共 25 条
[1]   Internet -: Diameter of the World-Wide Web [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 1999, 401 (6749) :130-131
[2]   Error and attack tolerance of complex networks [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 2000, 406 (6794) :378-382
[3]  
[Anonymous], 1998, WORDNET ELECT LEXICA
[4]   The small world of human language [J].
Cancho, RFI ;
Solé, RV .
PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2001, 268 (1482) :2261-2265
[5]  
Chomsky N., 1988, LANGUAGE PROBLEMS LA
[6]  
Clouse DS, 1998, PROCEEDINGS OF THE TWENTIETH ANNUAL CONFERENCE OF THE COGNITIVE SCIENCE SOCIETY, P238
[7]   SPREADING ACTIVATION THEORY OF SEMANTIC PROCESSING [J].
COLLINS, AM ;
LOFTUS, EF .
PSYCHOLOGICAL REVIEW, 1975, 82 (06) :407-428
[8]   Imaging unconscious semantic priming [J].
Dehaene, S ;
Naccache, L ;
Le Clec'H, G ;
Koechlin, E ;
Mueller, M ;
Dehaene-Lambertz, G ;
van de Moortele, PF ;
Le Bihan, D .
NATURE, 1998, 395 (6702) :597-600
[9]  
FORSTER KL, 2001, J EXP PSYCHOL LEARN, V10, P680
[10]  
Gibbons A., 1985, ALGORITHMIC GRAPH TH