A systematic literature review on web service clustering approaches to enhance service discovery, selection and recommendation

N Agarwal, G Sikka, LK Awasthi - Computer Science Review, 2022 - Elsevier
With the advancement of web 2.0 and the development of the Internet of Things (IoT), all
tasks can be handled with the help of handheld devices. Web APIs or web services are …

Topology-aware neural model for highly accurate QoS prediction

J Li, H Wu, J Chen, Q He… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
With the widespread deployment of various cloud computing and service-oriented systems,
there is a rapidly increasing demand for collaborative quality-of-service (QoS) prediction …

ELASTIC: edge workload forecasting based on collaborative cloud-edge deep learning

Y Li, H Yuan, Z Fu, X Ma, M Xu, S Wang - Proceedings of the ACM Web …, 2023 - dl.acm.org
With the rapid development of edge computing in the post-COVID19 pandemic period,
precise workload forecasting is considered the basis for making full use of the edge limited …

Time-aware qos web service selection using collaborative filtering: A literature review

E Jawabreh, A Taweel - European Conference on Service-Oriented and …, 2023 - Springer
The large increase in the number of available Web services makes the selection of suitable
services a big challenge. Several methods have been developed to predict the Quality of …

A self-representation method with local similarity preserving for fast multi-view outlier detection

Y Wang, C Chen, J Lai, L Fu, Y Zhou… - ACM Transactions on …, 2023 - dl.acm.org
With the rapidly growing attention to multi-view data in recent years, multi-view outlier
detection has become a rising field with intense research. These researches have made …

A personalized federated tensor factorization framework for distributed iot services qos prediction from heterogeneous data

X Li, S Li, Y Li, Y Zhou, C Chen… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
With a growing number of alternative Internet of Things (IoT) services that provide the same
functionalities, Quality-of-Service (QoS) prediction has become an important research issue …

QoS prediction for web services in cloud environments based on swarm intelligence search

J Chen, C Mao, WW Song - Knowledge-Based Systems, 2023 - Elsevier
In the real-world cloud computing scenarios, a user usually invokes few Web services and
can provide only a small proportion of QoS (Quality of Service) records. Therefore, for a …

Toward effective personalized service QoS prediction from the perspective of multi-task learning

H Lian, J Li, H Wu, Y Zhao, L Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
End-to-end QoS measurement plays an indispensable role in the decision-making of cloud
services and IoT services. Many efforts have paid on developing QoS prediction approaches …

Robust system instance clustering for large-scale web services

S Zhang, D Li, Z Zhong, J Zhu, M Liang, J Luo… - Proceedings of the …, 2022 - dl.acm.org
System instance clustering is crucial for large-scale Web services because it can
significantly reduce the training overhead of anomaly detection methods. However, the vast …

Robust QoS prediction based on reputation integrated graph convolution network

Z Wu, D Ding, Y Xiu, Y Zhao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the proliferation of Web services, it is very difficult for inexperienced users to select the
most appropriate service among numerous functionally identical or similar candidates, thus …