FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2897250686> ?p ?o ?g. }

• W2897250686 endingPage "1090" @default.
• W2897250686 startingPage "1077" @default.
• W2897250686 abstract "Service recommendation is a fundamental task in many application environments (e.g., Mashup creation and cloud computing). In the past, various methods have been proposed to facilitate the service selection process based on the original functional descriptions. However, the mined features from the descriptions are usually too sparse for training a well-performed model. In addition, most methods neglect to differentiate the weights of various features, while words included in descriptions usually exhibit different intentions (e.g., functional or non-functional). To address these challenges, in this paper we propose a text expansion and deep model-based approach for service recommendation. Specifically, we first expand the description of services at sentence level based on a novel probabilistic topic model that learns topics of words, sentences and descriptions in a stratified fashion. The expansion process can bridge the vocabulary gap between services and user queries with the collective semantic similarity of sentences and descriptions. Then, we propose a Long Short-Term Memory-based model to recommend services with two attention mechanisms - a functional attention mechanism that takes tags as functional prior to mine the function-related features of services and Mashups, and a contextual attention mechanism that considers Mashup requirements as application scenario to help select the most appropriate services. We evaluate the proposed approach on a real-world dataset and the results show it has an improvement of 34 percent in F-measure over the basic LSTM model." @default.
• W2897250686 created "2018-10-26" @default.
• W2897250686 creator A5044185120 @default.
• W2897250686 creator A5071178564 @default.
• W2897250686 creator A5076712745 @default.
• W2897250686 date "2019-05-01" @default.
• W2897250686 modified "2023-09-30" @default.
• W2897250686 title "Functional and Contextual Attention-Based LSTM for Service Recommendation in Mashup Creation" @default.
• W2897250686 cites W1498436455 @default.
• W2897250686 cites W1689711448 @default.
• W2897250686 cites W1981520019 @default.
• W2897250686 cites W1988507529 @default.
• W2897250686 cites W1998607559 @default.
• W2897250686 cites W2011336438 @default.
• W2897250686 cites W2064675550 @default.
• W2897250686 cites W2091381870 @default.
• W2897250686 cites W2107878631 @default.
• W2897250686 cites W2109966714 @default.
• W2897250686 cites W2119462974 @default.
• W2897250686 cites W2131774270 @default.
• W2897250686 cites W2152131052 @default.
• W2897250686 cites W2169315092 @default.
• W2897250686 cites W2250966211 @default.
• W2897250686 cites W2506752952 @default.
• W2897250686 cites W2509935128 @default.
• W2897250686 cites W2514067743 @default.
• W2897250686 cites W2516233023 @default.
• W2897250686 cites W2523379725 @default.
• W2897250686 cites W2524052287 @default.
• W2897250686 cites W2533696134 @default.
• W2897250686 cites W2537490667 @default.
• W2897250686 cites W2539313326 @default.
• W2897250686 cites W2559084487 @default.
• W2897250686 cites W2562439797 @default.
• W2897250686 cites W2595369201 @default.
• W2897250686 cites W2596861151 @default.
• W2897250686 cites W2597186397 @default.
• W2897250686 cites W2600631657 @default.
• W2897250686 cites W2606719072 @default.
• W2897250686 cites W2728931363 @default.
• W2897250686 cites W2733020837 @default.
• W2897250686 cites W2743114144 @default.
• W2897250686 cites W2754408789 @default.
• W2897250686 cites W2754620013 @default.
• W2897250686 cites W2756230697 @default.
• W2897250686 cites W2768159160 @default.
• W2897250686 cites W2770977276 @default.
• W2897250686 cites W2778618065 @default.
• W2897250686 cites W2964054038 @default.
• W2897250686 cites W2964154091 @default.
• W2897250686 cites W2320242032 @default.
• W2897250686 doi "https://doi.org/10.1109/tpds.2018.2877363" @default.
• W2897250686 hasPublicationYear "2019" @default.
• W2897250686 type Work @default.
• W2897250686 sameAs 2897250686 @default.
• W2897250686 citedByCount "46" @default.
• W2897250686 countsByYear W28972506862019 @default.
• W2897250686 countsByYear W28972506862020 @default.
• W2897250686 countsByYear W28972506862021 @default.
• W2897250686 countsByYear W28972506862022 @default.
• W2897250686 countsByYear W28972506862023 @default.
• W2897250686 crossrefType "journal-article" @default.
• W2897250686 hasAuthorship W2897250686A5044185120 @default.
• W2897250686 hasAuthorship W2897250686A5071178564 @default.
• W2897250686 hasAuthorship W2897250686A5076712745 @default.
• W2897250686 hasConcept C111919701 @default.
• W2897250686 hasConcept C119857082 @default.
• W2897250686 hasConcept C136264566 @default.
• W2897250686 hasConcept C136699151 @default.
• W2897250686 hasConcept C136764020 @default.
• W2897250686 hasConcept C138885662 @default.
• W2897250686 hasConcept C154945302 @default.
• W2897250686 hasConcept C162324750 @default.
• W2897250686 hasConcept C184337299 @default.
• W2897250686 hasConcept C187736073 @default.
• W2897250686 hasConcept C196126337 @default.
• W2897250686 hasConcept C199360897 @default.
• W2897250686 hasConcept C204321447 @default.
• W2897250686 hasConcept C23123220 @default.
• W2897250686 hasConcept C2777530160 @default.
• W2897250686 hasConcept C2777601683 @default.
• W2897250686 hasConcept C2780378061 @default.
• W2897250686 hasConcept C2780451532 @default.
• W2897250686 hasConcept C35578498 @default.
• W2897250686 hasConcept C41008148 @default.
• W2897250686 hasConcept C41895202 @default.
• W2897250686 hasConcept C49937458 @default.
• W2897250686 hasConcept C98045186 @default.
• W2897250686 hasConceptScore W2897250686C111919701 @default.
• W2897250686 hasConceptScore W2897250686C119857082 @default.
• W2897250686 hasConceptScore W2897250686C136264566 @default.
• W2897250686 hasConceptScore W2897250686C136699151 @default.
• W2897250686 hasConceptScore W2897250686C136764020 @default.
• W2897250686 hasConceptScore W2897250686C138885662 @default.
• W2897250686 hasConceptScore W2897250686C154945302 @default.
• W2897250686 hasConceptScore W2897250686C162324750 @default.
• W2897250686 hasConceptScore W2897250686C184337299 @default.
• W2897250686 hasConceptScore W2897250686C187736073 @default.

• next