INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
With the rapidly growing number of service providers and users, as a result, there are three important issues that we now have to deal with: Firstly, we face challenges with increasingly large data sets. Secondly, many Web service providers have similar functionality but differ in quality properties and services. Finally, there will have a large number of missing QoS values in history records. Therefore, predicting the missing QoS values in the large data sets is becoming more attractive. In this paper, we proposed a new model based on AutoenCoder to solve the above existing problems. It is called AutoenCoder-based Web Service (AWS). The model is performed with two predictions (User-based AWS and Service-based AWS) and the backpropagation algorithm and Stochastic Gradient Descent is used to train the model. The experimental results demonstrated that proposed model has better performance than other approaches
Keywords:
Deep learning; AutoenCoder; QoS Prediction
Cite Article:
"Qos Prediction for Web Services Based on Deep Learning ", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.9, Issue 2, page no.c882-c889, February-2024, Available :http://www.ijnrd.org/papers/IJNRD2402297.pdf
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ISSN:
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
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