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2009 Ninth International Conference on Intelligent Systems Design and Applications
Order Independent Incremental Evolving Fuzzy Grammar Fragment Learner
Pisa, Italy
November 30-December 02
ISBN: 978-0-7695-3872-3
ASCII Text
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Nurfadhlina Mohd Sharef, Trevor Martin, Yun Shen, "Order Independent Incremental Evolving Fuzzy Grammar Fragment Learner," Intelligent Systems Design and Applications, International Conference on, pp. 1221-1226, 2009 Ninth International Conference on Intelligent Systems Design and Applications, 2009.
 
 
BibTex
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@article{ 10.1109/ISDA.2009.169,
author = {Nurfadhlina Mohd Sharef and Trevor Martin and Yun Shen},
title = {Order Independent Incremental Evolving Fuzzy Grammar Fragment Learner},
journal ={Intelligent Systems Design and Applications, International Conference on},
volume = {0},
year = {2009},
isbn = {978-0-7695-3872-3},
pages = {1221-1226},
doi = {http://doi.ieeecomputersociety.org/10.1109/ISDA.2009.169},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Intelligent Systems Design and Applications, International Conference on
TI - Order Independent Incremental Evolving Fuzzy Grammar Fragment Learner
SN - 978-0-7695-3872-3
SP1221
EP1226
A1 - Nurfadhlina Mohd Sharef,
A1 - Trevor Martin,
A1 - Yun Shen,
PY - 2009
KW - fuzzy grammar fragment
KW - incremental learning
KW - independent incremental learner
KW - fuzzy evolving
KW - text fragment learning
VL - 0
JA - Intelligent Systems Design and Applications, International Conference on
ER -
 
It is generally known that most incremental learning systems are order dependent, i.e provide results that depend on the particular order of the data presentation. Our previous work has developed an incremental soft computing algorithm which can be applied to learn text fragment patterns in semi-structured texts. A set of fuzzy grammar fragments is evolved, able to recognize the string set used as examples and any similar strings. Slight modification of the grammar fragments is performed to learn new patterns. This paper investigates the theoretical aspects of order-independence in the algorithm and shows that equivalent grammar fragments are produced irrespective of the order in which illustrative examples are presented.
Index Terms:
fuzzy grammar fragment, incremental learning, independent incremental learner, fuzzy evolving, text fragment learning
Citation:
Nurfadhlina Mohd Sharef, Trevor Martin, Yun Shen, "Order Independent Incremental Evolving Fuzzy Grammar Fragment Learner," isda, pp.1221-1226, 2009 Ninth International Conference on Intelligent Systems Design and Applications, 2009
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