S-RAP: relevance-aware QoS prediction in web-services and user contexts

نویسندگان

چکیده

With quick advancement in web technology, web-services offered on internet are growing quickly, making it challenging for users to choose a web-service fit their needs. Recommender systems save the hassle of going through range products by product recommendations analytical techniques historical data user experiences available items/products. Research efforts provide several methods recommendation which QoS-related attributes play primary role such as response-time, throughput, security, privacy and web-service-delivery. Derivable including, user-trustworthiness reputation contexts can also affect QoS prediction. The proposed research focuses model, S-RAP, prediction based derivable predict that who has not invoked before would experience. Services-Relevance attribute is this publication, emphasizes employing extracting degree relevance context values user. system produces satisfactorily accurate rating predictions experiments evaluated Mean Absolute Error Normalized metrics. results compared with state-of-the-art models show relative improvement 4.0%.

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ژورنال

عنوان ژورنال: Knowledge and Information Systems

سال: 2022

ISSN: ['0219-3116', '0219-1377']

DOI: https://doi.org/10.1007/s10115-022-01699-0