DocumentCode
478217
Title
Discovering and Recognizing User´s Intention Based on Pro-patterned Extendable Network in Web Active Service
Author
Xu, Xinwei ; Zhou, Chuanhua ; Hu, Gang
Author_Institution
Sch. of Manage. Sci. & Eng., Anhui Univ. of Technol., Maanshan
Volume
3
fYear
2008
fDate
18-20 Oct. 2008
Firstpage
455
Lastpage
459
Abstract
Discovering and recognizing user´s intention is a vital technique in Web active server, which can select proper services for meeting client requirements. User intentions depend upon external modes and internal modes of requester, so it is difficult to distinguish user´s intention with statistical methods and data mining under fixed computing modules. A PENN (Pro-patterned Extendable Neural Network) is introduced to discover and recognize user´s intention based on two policies: template matching and attention focus changing mechanisms. The structure of PENN can be adjusted by modifying number of latent layer´s node and/or increasing the pattern to meet discovery and recognizing needs, And select an optimum pattern output as teacher to train the other pattern for sharing knowledge each other, improving efficiency and precision of the PENN network in discovering and recognizing. The experiment and date analysis are shown that the PENN has self-adaptive and retractile features in discovering and recognizing user´s intention.
Keywords
Web services; data mining; neural nets; Web active service; attention focus changing mechanisms; data mining; fixed computing modules; propatterned extendable neural network; statistical methods; template matching; user intention; Artificial neural networks; Computer network management; Computer networks; Conference management; Data mining; Pattern matching; Pattern recognition; Quality of service; Relays; Web services;
fLanguage
English
Publisher
ieee
Conference_Titel
Natural Computation, 2008. ICNC '08. Fourth International Conference on
Conference_Location
Jinan
Print_ISBN
978-0-7695-3304-9
Type
conf
DOI
10.1109/ICNC.2008.748
Filename
4667180
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