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A Survey on Web Service QoS Prediction Methods
- Source :
- IEEE Transactions on Services Computing. 15:2439-2454
- Publication Year :
- 2022
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2022.
-
Abstract
- Nowadays, there are many Web services with similar functionality on the Internet. Users consider Quality of Service (QoS) of the services to select the best service from among them. The prediction of QoS values of the Web services and recommendations of the best service based on these values to the users is one of the major challenges in the web service area. Major studies in this field use collaboration filtering based methods for prediction. The paper introduced prediction methods and divided them into three main categories: memory-based methods, model-based methods, and Collaborative Filtering (CF) methods combined with other methods. In each category, some of the most famous studies were introduced, and then the problems and benefits of each category were reviewed. Finally, we have a discussion about these methods and propose suggestions for future works.
- Subjects :
- Service (business)
Information Systems and Management
Computer Networks and Communications
Computer science
business.industry
Quality of service
020206 networking & telecommunications
02 engineering and technology
Recommender system
computer.software_genre
Field (computer science)
Computer Science Applications
World Wide Web
Hardware and Architecture
0202 electrical engineering, electronic engineering, information engineering
Collaborative filtering
020201 artificial intelligence & image processing
The Internet
Web service
Cluster analysis
business
computer
Subjects
Details
- ISSN :
- 23720204
- Volume :
- 15
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Services Computing
- Accession number :
- edsair.doi...........630507d04f82babd8ef8a2c56dcd8ebd