Hybrid parallel approach for personalized literature recommendation system
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F14%3A86092821" target="_blank" >RIV/61989100:27240/14:86092821 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/14:86092821
Result on the web
<a href="http://dx.doi.org/10.1109/CASoN.2014.6920428" target="_blank" >http://dx.doi.org/10.1109/CASoN.2014.6920428</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/CASoN.2014.6920428" target="_blank" >10.1109/CASoN.2014.6920428</a>
Alternative languages
Result language
angličtina
Original language name
Hybrid parallel approach for personalized literature recommendation system
Original language description
Researchers regularly access and review large amounts of literatures. In the previous work, we presented a bookmarklet-triggered literature sharing system, which combines bibliography functionalities along with DOI content negotiation services. In this paper, we have made secondary development work to integrate literature recommendation functionalities into this system. We introduce a hybrid approach in parallel to recommend related articles to researchers. First, we collect a large amount of publishedand new articles using crawlers and RSS listeners to address cold start issue. Second, we adopt Latent Dirichlet Allocation (LDA) as the topic model to category literatures. For one kind of literatures related to researchers' interest, we use collaborative filtering techniques to make further analysis based on implicit user feedbacks in this system. Finally, we take matrix factorization with Alternating Least Squares (ALS) in parallel to compute the top-N recommendations per user. 2014 I
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
<a href="/en/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
2014 6th International Conference on Computational Aspects of Social Networks, CASoN 2014
ISBN
978-1-4799-5940-2
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
31-36
Publisher name
Institute of Electrical and Electronics Engineers
Place of publication
New York
Event location
Porto
Event date
Jul 30, 2014
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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