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MF-Informer for long-term QoS prediction in edge-cloud collaboration environments
In Service-Oriented Architecture (SOA) systems, continuously stabilizing web services’ quality of service (QoS) is critical to maintaining system...
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AERQP: adaptive embedding representation-based QoS prediction for web service recommendation
Over the last few years, abundant and diverse Web services have migrated to the cloud. However, the disparity of the cloud environment renders...
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Traffic prediction in SDN for explainable QoS using deep learning approach
The radical increase of multimedia applications such as voice over Internet protocol (VOIP), image processing, and video-based applications require...
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QoS prediction in intelligent edge computing based on feature learning
With the development of 5G and 6G, more computing and network resources on edge nodes are deployed close to the terminal. Meanwhile, the number of...
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Convolutional Neural Network Based QoS Prediction with Dimensional Correlation
In recent years, massive services that provide similar functions continue to emerge. Since services sensitive to latency and throughput are often...
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S-RAP: relevance-aware QoS prediction in web-services and user contexts
With quick advancement in web technology, web-services offered on internet are growing quickly, making it challenging for users to choose a...
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Deep Neural Network-Based Approach for IoT Service QoS Prediction
Building innovative and complex applications on top of the Internet of Things (IoT) services provided by huge connected devices and software while...
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Context-Aware QoS Prediction for Web Services Using Deep Learning
Quality of Service (QoS) is a non-functional property that reflects the extent to which services provided by the providers meet the needs of the...
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An Energy-Efficient and QoS-Preserving Hybrid Cross-Layer Protocol Design for Deep Learning-Based Air Quality Monitoring and Prediction
Cross-layer design countenances protocols belonging to diverse layers to collaborate and share network status information which ensures that...
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QoS Prediction via Multi-scale Feature Fusion Based on Convolutional Neural Network
Quality of Service (QoS) prediction is a crucial aspect in service management. However, the existing QoS prediction methods face several limitations,...
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Qos-based web service selection using time-aware collaborative filtering: a literature review
The proliferation of available Web services presents a big challenge in selecting suitable services. Various methods have been devised to predict...
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Enhanced Time-Aware Collaborative Filtering for QoS Web Service Prediction
Predicting Quality of Service (QoS) is an essential task in Service Oriented Computing (SOC). In service selection, choosing the right services is a...
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Multi-dimensional Sequential Contrastive Learning for QoS Prediction
Quality of service (QoS) is the main factor in service selection and recommendation, and it is influenced by dynamic factors, such as network...
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A hybrid tensor factorization approach for QoS prediction in time-aware mobile edge computing
Withthe rapid development of mobile Internet and wireless technologies, edge servers in mobile edge computing (MEC) provide a large number of mobile...
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QoS Enhancement Through Link-Quality Prediction Using Signal-to-Noise Ratio in MANET
Due to the continuous and variable nature of ad hoc networks, the operations performed by the routing layer have a significant effect on the...
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An Adaptive Parameter DBSCAN Clustering and Reputation-Aware QoS Prediction Method
QoS prediction for Web services is a hot research topic in service computing, driving the development of service recommendation techniques....
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Prediction of Web Service Execution QoS Parameters with Utilization of Machine Learning Methods
With ever-increasing advancement of ICT (Information and Communications Technology) new challenges and requirements resulting from societal...
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SHA: QoS-Aware Software and Hardware Auto-Tuning for Database Systems
While databases are widely-used in commercial user-facing services that have stringent quality-of-service (QoS) requirement, it is crucial to ensure...
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Uncertainty QoS-aware services composition: a systematic literature review for services community
With the increasing number of services and the massive data generated by the Web, a lot of services that have similar functionalities but different...
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An Efficient Service Recommendation with Spatial–Temporal Aware QoS Prediction Mechanism in Cloud Computing Environment
One of the drawbacks of using predictive quality of service (QoS) in cloud service suggestions is that the values vary rapidly over time, which may...