scholarly journals Dynamic Recommendation System Using Web Usage Mining for E-commerce Users

2015 ◽  
Vol 45 ◽  
pp. 60-69 ◽  
Author(s):  
Prajyoti Lopes ◽  
Bidisha Roy

The emerging web page development requires semantic applications with customized administrations. The proposed methodology presents a customized suggestion framework, which makes utilization of item representations and also client profiles created based on ontology. The domain ontology helps the recommender to improve the personalization: from one perspective, client’s interests are displayed in an increasingly powerful and precise route by applying an area based derivative technique; on the other side, the stemmer algorithm derived content- based filtering approach, gives an evaluation of resemblance among a thing and a client, upgraded by applying a semantic likeliness strategy. Recommender frameworks and web personalize were assumed by Web usage mining as a critical job. The proposed strategy is s successful framework dependent on ontology and web usage mining. Extricating highlights from web reports and building applicable ideas is the initial step of the methodology. At that point manufacture metaphysics for the site exploit the ideas and huge terms separated from reports. As per the semantic similitude of web archives to bunch them into various semantic topics, the distinctive subjects suggest diverse inclinations. The proposed methodology incorporates semantic information into Web Usage Mining and personalization process


Author(s):  
Hiroshi Ishikawa ◽  
Toshiyuki Nakajima ◽  
Tokuyo Mizuhara ◽  
Shohei Yokoyama ◽  
Junya Nakayama ◽  
...  

2014 ◽  
Vol 608-609 ◽  
pp. 412-419
Author(s):  
Zhao Lin Fang ◽  
Chen Liang Liu

Firstly, the paper proposes the framework of recommendation system based on web usage mining and market mechanism. Then, the paper introduces the system structure. And the paper introduces each Agent of the system including the functions of management Agent, interface Agent, online-recommendation Agent and filter Agent. And the paper gives the operation mechanism, resource allocation mechanism, customization return mechanism and customization bidding strategy,


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