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在對等式網路上以RDF(S)為基礎的MP3音樂推薦系統 / An RDF(S)-Based Recommendation System for MP3 Music on the Peer-to-Peer Network

推薦系統目的在於收集大眾對於資源的評價,經過推薦機制的整理,呈現給符合偏好的使用者,但是Supernode架構與傳統主從架構的不同,增加推薦系統收集、統計推薦指標的困難。在本篇論文中,將利用RDF(S)建置與Supernode、Peer、MP3相關的本體論,同時,依據Supernode與Peer在推薦系統中所扮演的功能與角色的不同,將不同的結構藍圖分別放置在Supernode與Peer之中,並且藉由Supernode與Peer中所描述的資源、屬性以及資源和資源之間的關係來解決在Supernode架構中推薦指標的收集、統計與更新等問題,以及降低推薦系統中"Cold Start"與"Spamming"這兩個問題所產生的影響。 / The purpose of recommendation system is to collect public opinions and provide synthetic recommended result for users. Using our proposed recommended mechanism, the recommendation system presents personal music recommended list for each user in peer node to match his preference. Because the complexity difference of network structure, we found that the rating collection and computation process will be more complex in supernode P2P network than in client-server WWW network. In this thesis, firstly we use RDF(S) to construct associated ontology schema for supernode, peer node, and MP3 music. Then, we put respective ontology schema in the suprenode and peer node based on their roles and functions within the recommendation system. The resources and attributes relationships between supernode and peer nodes provide the capacity to solve the rating collection, analysis, and updating problems. We also propose possible solutions for reducing the side effects of cold start and spamming problems in the recommendation system.

Identiferoai:union.ndltd.org:CHENGCHI/G0927530261
Creators王奕淳, Wang,Yi-Chun
Publisher國立政治大學
Source SetsNational Chengchi University Libraries
Language中文
Detected LanguageEnglish
Typetext
RightsCopyright © nccu library on behalf of the copyright holders

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