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Link-Local Features for Hypertext Classification
[chapter]
2006
Lecture Notes in Computer Science
Previous work in hypertext classification has resulted in two principal approaches for incorporating information about the graph properties of the Web into the training of a classifier. ...
To this end, we will investigate different ways for extracting such features, and compare several different techniques for using them in a text classifier. ...
We propose different types of features that can be extracted from HTML-documents and evaluate their utility for hypertext classification. ...
doi:10.1007/11908678_4
fatcat:7eduyadby5fh3chupckgobkwhy
Hypertext Classification Using Tensor Space Model and Rough Set Based Ensemble Classifier
[chapter]
2009
Lecture Notes in Computer Science
Instead of using the text on a page for representing features in a vector space model, we have used features on the page and neighborhood features to represent a hypertext document in a tensor space model ...
In this paper, we introduce tensor space model for representing hypertext documents. We exploit the local-structure and neighborhood recommendation encapsulated in the proposed representation model. ...
A) Enhanced hypertext categorization using hyperlinks [5] , B) Improving A Page Classifier with Anchor Extraction and Link Analysis [6] , C) Fast webpage classification using URL features [7] , D) Link-Local ...
doi:10.1007/978-3-642-11164-8_34
fatcat:ldakbasrtbfmfaravxsjzsredm
Extracting community structure features for hypertext classification
2008
2008 Third International Conference on Digital Information Management
How to take advantage of such links as extra evidences to enhance automatic classification of hypertext documents is a non-trivial problem. ...
Standard text classification techniques assume that all documents are independent and identically distributed (i.i.d.). However, hypertext documents such as web pages are interconnected with links. ...
Shenghuo Zhu for sharing his pre-processed datasets. Thanks also to the anonymous reviewers for their helpful comments. ...
doi:10.1109/icdim.2008.4746816
dblp:conf/icdim/ZhangM08
fatcat:ctuptcymkndtrjemdc2pimu7je
Using hypertext in selecting reusable software components
1991
Proceedings of the third annual ACM conference on Hypertext - HYPERTEXT '91
One of these tools, Cost++, can automatically generate a linked structure for libraries by clustering workproducts into components, and then placing components into multiple classification hierarchies. ...
Included are discussions of the selection process, why hypertext is well suited for supporting selection, and important characteristics of hypertext systems intended to support reuse. ...
Hypertext Features of Kiosk The Kiosk prototype is written in C++, using InterViews~VC89] for the user interface. ...
doi:10.1145/122974.122978
dblp:conf/ht/CreechFG91
fatcat:yp77qvaxs5evpjhkmj63sdluoq
Text and Hypertext Categorization
[chapter]
2009
Lecture Notes in Computer Science
Automatic categorization of text documents has become an important area of research in the last two decades, with features that make it significantly more difficult than the traditional classification ...
These have features that add further complexity to the categorization task but also offer the possibility of using information that is not available in standard text classification, such as metadata and ...
performance when using the linked documents, treating the words in the linked documents as if they were local. ...
doi:10.1007/978-3-642-03226-4_2
fatcat:h24vwhiaujhmdcnw7pi4jxlwla
Enhanced hypertext categorization using hyperlinks
1998
SIGMOD record
text
#iterate until consistent
$ recompute the class for each d i ∈G(d)
based on local text and class of neighbors
Hypertext classification
! ...
"the fraction of coherent pairs among all pairs (d 1 , d 2 ) where (d1-d2) B =D j , for some j Hypertext classification ! ...
doi:10.1145/276305.276332
fatcat:b3lcvmsz3fcepoucvw2iewy4u4
Enhanced hypertext categorization using hyperlinks
1998
Proceedings of the 1998 ACM SIGMOD international conference on Management of data - SIGMOD '98
text
#iterate until consistent
$ recompute the class for each d i ∈G(d)
based on local text and class of neighbors
Hypertext classification
! ...
"the fraction of coherent pairs among all pairs (d 1 , d 2 ) where (d1-d2) B =D j , for some j Hypertext classification ! ...
doi:10.1145/276304.276332
dblp:conf/sigmod/ChakrabartiDI98
fatcat:fyasqt2eobhxvnqimy5mngttha
Web classification using support vector machine
2002
Proceedings of the fourth international workshop on Web information and data management - WIDM '02
We have also shown that the use of context features especially hyperlinks can improve the classification performance significantly. ...
Since web pages are more than just plain text documents, web classification methods have to consider using other context features of web pages, such as hyperlinks and HTML tags. ...
Depends on the context features are used, we divide the other works on web classification into the hypertext approach, link analysis approach and neighborhood category approach. ...
doi:10.1145/584948.584952
fatcat:3eny2m5fkvdidd6hpcpq6732yu
Web classification using support vector machine
2002
Proceedings of the fourth international workshop on Web information and data management - WIDM '02
We have also shown that the use of context features especially hyperlinks can improve the classification performance significantly. ...
Since web pages are more than just plain text documents, web classification methods have to consider using other context features of web pages, such as hyperlinks and HTML tags. ...
Depends on the context features are used, we divide the other works on web classification into the hypertext approach, link analysis approach and neighborhood category approach. ...
doi:10.1145/584931.584952
dblp:conf/widm/SunLN02
fatcat:enpjnmbxpjhpjetpfhnfnh6ivu
Page 45 of Library & Information Science Abstracts Vol. , Issue 4
[page]
1990
Library & Information Science Abstracts
and a soundex feature. ...
Hypertext can assist designers of interactive video training packages, that need access to multiple sources of information for learning or training, by allowing dynamic linking of different strands of ...
Building application dependent hypertexts
1997
Information Processing & Management
The Konstanz Hypertext System offers a domain-specific developmental environment for the construction of large hypertexts. ...
construction of hypertexts. ...
sets assigned to these units. o Terminate the classification for this sub-hierarchy. ...
doi:10.1016/s0306-4573(96)00065-9
fatcat:keknwl5bkbbq3assgjisxlcw3q
Using Text Analysis to Understand the Structure and Dynamics of the World Wide Web as a Multi-Relational Graph
2010
2010 IEEE Second International Conference on Social Computing
A representation of the World Wide Web as a directed graph, with vertices representing web pages and edges representing hypertext links, underpins the algorithms used by web search engines today. ...
A key aspect of this work is that the multi-relational graph emerges naturally from the data instead of being based on an imposed classification of the hyperlinks. ...
the context around the link anchor, than is typically done for hypertext classification, and our task requires features which represent the relationship between two pages, rather than the topic of a single ...
doi:10.1109/socialcom.2010.105
dblp:conf/socialcom/SethuY10
fatcat:fc7jsykdgfdctmxco6ze6vsqji
CROATIAN TOURISM WEB SITE AS TEXT TYPE
2007
Tourism and hospitality management
The web sites, as a new text form, show special features when compared with those of conventional, non-electronic texts. ...
The paper examines diverse aspects of web sites created by the tourism industry, as well as of their layout and linguistic features. ...
Hypertext can make it easier and faster to find things and absorb ideas. (...) you simply browse through a database by "jumping" from link to link. ...
doi:10.20867/thm.13.3.19
fatcat:brcpodi7mjggrpgcxpfjqbilcu
Discriminative Probabilistic Models for Relational Data
[article]
2012
arXiv
pre-print
For example, in hypertext classification, the labels of linked pages are highly correlated. A standard approach is to classify each entity independently, ignoring the correlations between them. ...
Second, undirected models are well suited for discriminative training, where we optimize the conditional likelihood of the labels given the features, which generally improves classification accuracy. ...
Exists+Logistic is generative in the links, but locally discriminative in the page labels given the local features (words, meta-words). ...
arXiv:1301.0604v1
fatcat:m6prdggubnhsllyjnbzwgpoiky
Page 32 of Library & Information Science Abstracts Vol. , Issue 9
[page]
1991
Library & Information Science Abstracts
(A.G.)
91/4973 Focus on links: a holistic view of hypertext. Roy Rada. International Classification, 18 (1) 1991, 13-18. illus. 16 refs. ...
Discusses these and other features of the software in relation to a sample data base created for items in the map collection of the University of New south Wales Library. ...
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