Shortcuts
Top of page (Alt+0)
Page content (Alt+9)
Page menu (Alt+8)
Your browser does not support javascript, some WebOpac functionallity will not be available.
.
Default
.
PageMenu
-
Main Menu
-
Simple Search
.
Advanced Search
.
Journal Search
.
Refine Search Results
.
Preferences
.
Search Menu
Simple Search
.
Advanced Search
.
New Items Search
.
Journal Search
.
Refine Search Results
.
Bottom Menu
Help
Italian
.
English
.
German
.
New Item Menu
New Items Search
.
New Items List
.
Links
SISSA Library
.
ICTP library
.
Italian National web catalog (SBN)
.
Trieste University web catalog
.
Udine University web catalog
.
© LIBERO v6.4.1sp220816
Page content
You are here
:
Catalogue Display
Catalogue Display
The Naïve Bayes Model for unsupervised word sense disambiguation: Aspects Concerning Feature Selection
.
Bookmark this Record
Catalogue Record 29127
.
.
Author info on Wikipedia
.
.
LibraryThing
.
.
Google Books
.
.
Amazon Books
.
Catalogue Information
Catalogue Record 29127
.
Reviews
Catalogue Record 29127
.
British Library
Resolver for RSN-29127
Google Scholar
Resolver for RSN-29127
WorldCat
Resolver for RSN-29127
Catalogo Nazionale SBN
Resolver for RSN-29127
GoogleBooks
Resolver for RSN-29127
ICTP Library
Resolver for RSN-29127
.
Share Link
Jump to link
Catalogue Information
Field name
Details
Dewey Class
519.5
Title
The Naïve Bayes Model for unsupervised word sense disambiguation (EB) : Aspects Concerning Feature Selection / by Florentina T. Hristea.
Author
Hristea, Florentina T.
Other name(s)
SpringerLink (Online service)
Publication
Berlin, Heidelberg : Springer
, 2013.
Physical Details
XIII, 70 pages, 4 illus. : online resource.
Series
SpringerBriefs in Statistics
2191-544X
ISBN
9783642336935
Summary Note
This book presents recent advances (from 2008 to 2012) concerning use of the Naïve Bayes model in unsupervised word sense disambiguation (WSD). While WSD, in general, has a number of important applications in various fields of artificial intelligence (information retrieval, text processing, machine translation, message understanding, man-machine communication etc.), unsupervised WSD is considered important because it is language-independent and does not require previously annotated corpora. The Naïve Bayes model has been widely used in supervised WSD, but its use in unsupervised WSD has led to more modest disambiguation results and has been less frequent. It seems that the potential of this statistical model with respect to unsupervised WSD continues to remain insufficiently explored. The present book contends that the Naïve Bayes model needs to be fed knowledge in order to perform well as a clustering technique for unsupervised WSD and examines three entirely different sources of such knowledge for feature selection: WordNet, dependency relations and web N-grams. WSD with an underlying Naïve Bayes model is ultimately positioned on the border between unsupervised and knowledge-based techniques. The benefits of feeding knowledge (of various natures) to a knowledge-lean algorithm for unsupervised WSD that uses the Naïve Bayes model as clustering technique are clearly highlighted. The discussion shows that the Naïve Bayes model still holds promise for the open problem of unsupervised WSD.:
Contents note
1.Preliminaries -- 2.The Naïve Bayes Model in the Context of Word Sense Disambiguation -- 3.Semantic WordNet-based Feature Selection -- 4.Syntactic Dependency-based Feature Selection -- 5.N-Gram Features for Unsupervised WSD with an Underlying Naïve Bayes Model References -- Index.  .
System details note
Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users).
Internet Site
http://dx.doi.org/10.1007/978-3-642-33693-5
Links to Related Works
Subject References:
Artificial intelligence
.
Artificial Intelligence (incl. Robotics)
.
Computer Science
.
Computer Science, general
.
Statistics
.
Statistics, general
.
Authors:
Hristea, Florentina T.
.
Hristea, Florentina T.
.
Corporate Authors:
SpringerLink (Online service)
.
Series:
SpringerBriefs in Statistics
.
Classification:
519.5
.
.
ISBD Display
Catalogue Record 29127
.
Tag Display
Catalogue Record 29127
.
Related Works
Catalogue Record 29127
.
Marc XML
Catalogue Record 29127
.
Add Title to Basket
Catalogue Record 29127
.
Catalogue Information 29127
Beginning of record
.
Catalogue Information 29127
Top of page
.
Download Title
Catalogue Record 29127
Export
This Record
As
Labelled Format
Bibliographic Format
ISBD Format
MARC Format
MARC Binary Format
MARCXML Format
User-Defined Format:
Title
Author
Series
Publication Details
Subject
To
File
Email
Reviews
This item has not been rated.
Add a Review and/or Rating
29127
1
29127
-
2
29127
-
3
29127
-
4
29127
-
5
29127
-
Quick Search
Search for