Multi-representation web service recommendation system based on attention mechanism

D Dang, B Guo, T Fang, Y Zhang - Knowledge and Information Systems, 2024 - Springer
Recently, mashup developers seek to integrate multiple services with complementary
functionalities from a large amount of web services. With so many available web services, it …

Deep learning model for personalized web service recommendations using attention mechanism

M Boulakbech, N Messai, Y Sam… - … Conference on Service …, 2023 - Springer
The big volume of candidate Web services and their differences make it hard for developers
to discover a set of appropriate ones for mashup creation. Thus, recommending suitable …

Functional and contextual attention-based LSTM for service recommendation in mashup creation

M Shi, J Liu - IEEE Transactions on Parallel and Distributed …, 2018 - ieeexplore.ieee.org
Service recommendation is a fundamental task in many application environments (eg,
Mashup creation and cloud computing). In the past, various methods have been proposed to …

MSRDL: Deep learning framework for service recommendation in mashup creation

T Yu, H Liu, L Zhang, H Liu - Scientific Reports, 2023 - nature.com
In recent years, service-oriented computing technology has developed rapidly. The growing
number of services increases the choice burden of software developers when developing …

A deep neural network with multiplex interactions for cold-start service recommendation

Y Ma, X Geng, J Wang - IEEE Transactions on Engineering …, 2020 - ieeexplore.ieee.org
As service-oriented computing (SOC) technologies gradually mature, developing service-
based systems (such as mashups) has become increasingly popular in recent years. Faced …

Ta-blstm: tag attention-based bidirectional long short-term memory for service recommendation in mashup creation

M Shi, Y Tang, J Liu - 2019 international joint conference on …, 2019 - ieeexplore.ieee.org
The service-oriented architecture makes it possible for developers to create value-added
Mashup applications by composing multiple available Web services. Due to the …

Deep hybrid collaborative filtering for web service recommendation

R Xiong, J Wang, N Zhang, Y Ma - Expert systems with Applications, 2018 - Elsevier
With the rapid development of service-oriented computing and cloud computing, an
increasing number of Web services have been published on the Internet, which makes it …

[PDF][PDF] Deep learning framework for online interactive service recommendation in iterative mashup development

Y Ma, X Geng, J Wang, K He… - arXiv preprint arXiv …, 2021 - researchgate.net
Recent years have witnessed the rapid development of service-oriented computing
technologies. The boom of Web services increases the selection burden of software …

Multigraph convolutional network enhanced neural factorization machine for service recommendation

W Gao, J Wu - Mathematical Problems in Engineering, 2022 - Wiley Online Library
With an increasing number of web services on the Web, selecting appropriate services to
meet the developer's needs for mashup development has become a difficult task. To tackle …

Multi-relational graph convolution network for service recommendation in mashup development

W Gao, J Wu - Applied Sciences, 2022 - mdpi.com
With the rapid development of service-oriented computing, an overwhelming number of web
services have been published online. Developers can create mashups that combine one or …