... for Computational Linguistics
SenseClusters: Unsupervised Clusteringand Labeling ofSimilar Contexts
Anagha Kulkarni and Ted Pedersen
Department of Computer Science
University of Minnesota
Duluth, ... experimental case of
American Airlines and Tom Cruise, as well as the
3–way case of George Bush, Bill Gates and Tom
Cruise. The bold face labels are those that serve
as both descriptive and discriminating ... 220–231, Mexico City, February.
A. Purandare and T. Pedersen. 2004. Word sense
discrimination by clustering contexts in vector and
similarity spaces. In Proceedings of the Conference
on Computational...
... Controls and ProChemTech to devise and
commercialize an on-line spectrophotometer based monitor and controller to control feed
traced inhibitors. After review of the technology in the hand held ... function.
3
Control of cooling water inhibitor dosage is one of the critical issues in achieving good results as
to control of scale, corrosion and deposition; minimization of water management ... compatible with almost all commo
used cooling water actives, exceptions being cationic biocides and higher levels of oxidants.
colorant absorbance typical of lower and upper co
nlike the Nalco technology,...
... errors.
5 Automatic Correction of Errors
In this section we propose our algorithm for auto-
matic correction of errors, which consists out of
the following steps:
1. Automatic detection of error candidates, ...
different to gold-standard.
2. Substitution of the annotation of the error
candidates by the annotation proposed by
one of the parsers (in our case
MSTParser).
3. Parse of the modified corpus ... of the 49th Annual Meeting of the Association for Computational Linguistics:shortpapers, pages 346–350,
Portland, Oregon, June 19-24, 2011.
c
2011 Association for Computational Linguistics
Automatic...
... Publishers,
Dordrecht: The Netherlands.
Lin, D. (1998). Automaticretrievalandclustering of
similar words. In Proc. of the 17
th
international con-
ference on Computational linguistics, 768-774.
MacCormac, ... Computational Linguistics, pages 278–287,
Portland, Oregon, June 19-24, 2011.
c
2011 Association for Computational Linguistics
Creative Language Retrieval:
A Robust Hybrid of Information Retrievaland Linguistic ... We can evaluate the effective-
ness of ? and @, and indirectly that of ^ too, by
comparing the use of ? and @ as category builders
to a hand-crafted gold standard like WordNet.
Other researchers...
... EFFORT AND EXPENSE HAVE GONE INTO THE
DEVELOPMENT AND DOCUMENTATION OF SAP2000. THE PROGRAM HAS
BEEN THOROUGHLY TESTED AND USED. IN USING THE PROGRAM,
HOWEVER, THE USER ACCEPTS AND UNDERSTANDS ... spans
60 feet, and has a width and height of 12 feet each. The supports are roll-
ers at one end, and pins at the other.
The trusses and cross members are to be constructed of 2L4X4’s, while ... loads only, and the deck will be loaded with a Dead Load
= 10 pounds per square foot (psf) and a Live Load = 100 psf.
The Interface
The top menu line contains all of the commands and options...
... DSP-LIA042 and DSP-LIA042A, when used at the Highband 8
IDC module end of a permanent link, are supported by Fluke Networks and by Krone
Australia as acceptable adaptors for testing of permanent links ...
Field Performance Testing V10 050111 Page 2 of 9
Performance Testing of Permanent Links and Channels
Testing of telecommunications Permanent Links and Channels to determine
performance ... the testers have issues with Permanent Link lead and plug wear. The coiling
and uncoiling of test leads during their use over time will induce unwanted RL and
crosstalk. Tester manufacturers...
... hippocampal
structure and function and increases risk of schizophrenia. Proceedings of the National
Academy of Sciences of the USA, 102, 8627–32.
Cantor-Graae, E. and Selten, J. P. (2005). Schizophrenia and migration: ... of power and
control to the people persecuting them or responsible for their hallucinations
(Birchwood, 2003; Green et al., 2006). Negative appraisals of symptoms, of self and
of others are of ... Psychosis and Human Nature. London: Penguin.
Bentall, R. P. and Kinderman, P. (1999). Self-regulation, effect and psychosis: the role of social
cognition in paranoia and mania. In Handbook of Cognition...
... the testers have issues with Permanent Link lead and plug wear. The coiling
and uncoiling of test leads during their use over time will induce unwanted RL and
crosstalk. Tester manufacturers have ... of Permanent Links and Channels
There are 3 distinct areas of cable testing; Certification, Qualification and Verification.
Certification is the most rigorous of all cable testing and uses the ... testing of HighBand8 modules if PL testing is selected on tester.
N2604A-101 is the Universal Link Probe/Adaptor.
OMNISCANNER 1 AND 2
C6 FMK &
KM8 RJ45
Socket
C5 RJ45
Socket
HIGHBAND 8
and Ultim8
Modules
HIGHBAND...
... time-consuming process and not ap-
plicable within efficient development of sys-
tems. Automatic evaluation requires a cor-
pus of questions and answers, a definition of
what is a correct answer, and a way ... problem of several possible answers and, in
consequence, automatic evaluation has been tackled
for years within another field of study: automatic
summarisation (Hori et al., 2003; Linand Hovy,
2003). ... selection of natural questions. The
articles varied in topic, degree of formality and the
amount of details; from ”Horror film” and ”Christ-
mas worldwide” to ”G-Man (Half-Life)” and ”His-
tory of London”....
... distribu-
tionally similar words. In IJCAI, pages 1492–1493.
Dekang Lin. 1998. Automaticretrievaland clustering
ofsimilar words. In COLING-ACL, pages 768–774.
Robert Malouf and Gertjan van Noord. ... behind this is
that similarwords share similar contexts. Systems
based on distributional similarity provide ranked
lists of semantically related words according to
the similarity of their contexts. ... contexts for finding semantically similar
words. Proceedings of the Meeting of Computa-
tional Linguistics in the Netherlands (CLIN).
P. Vossen. 1998. Eurowordnet a multilingual database
with lexical...
... 2003)
Used clustering methods cover both the
popularity and the variety of the algorithms – soft
and hard clusteringand graph clustering etc. In all
clustering methods, used similarity measure ... show the
similar pattern of context. If collocation patterns
between contextual words are similar, it means that
the contextual words are used in a similar context -
where used and interrelated ...
similar context – the contextual words having
similar pattern of surrounding words - into same
cluster. Extracted clusters throughout the clustering
symbolize the senses for the central words...