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Research on the Influence of Sampling Methods for the Accuracy of Web Services QoS Prediction

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1 Published in 2019 at "IEEE Access"

DOI: 10.1109/access.2019.2906769

Abstract: In recent years, as the number of Web services, increases dramatically, the personalized Web service recommendation has become a hot topic in both academia and industry. The quality-of-service (QoS) prediction plays a key role in… read more here.

Keywords: qos prediction; accuracy; sampling methods; web ... See more keywords

QoS Prediction of Web Services Based on Reputation-Aware Network Embedding

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1 Published in 2020 at "IEEE Access"

DOI: 10.1109/access.2020.3020825

Abstract: As the emergence of numerous services with similar functions, it is very helpful to recommend personalized services for users, and urgent to accurately predict the QoS(Quality-of-Service) values of Web services. Collaborative Filtering (CF) is a… read more here.

Keywords: reputation aware; qos prediction; reputation; network embedding ... See more keywords

QoS Prediction of Web Services Based on a Two-Level Heterogeneous Graph Attention Network

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1 Published in 2022 at "IEEE Access"

DOI: 10.1109/access.2021.3138127

Abstract: Quality of Service (QoS) prediction for Web services is a hot research topic in the field of services computing. Recently, representation learning of heterogeneous networks has attracted much attention, and specifically the relationship between users… read more here.

Keywords: network; heterogeneous graph; qos prediction; level ... See more keywords

Context-Aware QoS Prediction With Neural Collaborative Filtering for Internet-of-Things Services

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0 Published in 2020 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2019.2956827

Abstract: With the prevalent application of Internet of Things (IoT) in real world, services have become a widely used means of providing configurable resources. As the number of services is large and is also increasing fast,… read more here.

Keywords: neural collaborative; qos prediction; internet things; prediction ... See more keywords

QoS Prediction for 5G Connected and Automated Driving

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1 Published in 2021 at "IEEE Communications Magazine"

DOI: 10.1109/mcom.110.2100042

Abstract: A 5G communication system can support the demanding quality of service (QoS) requirements of many advanced vehicle-to-everything (V2X) use cases. However, safe and efficient driving, especially of automated vehicles, may be affected by sudden changes… read more here.

Keywords: prediction connected; qos prediction; automated driving; qos ... See more keywords

Recurrent Neural Network Based Collaborative Filtering for QoS Prediction in IoV

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1 Published in 2022 at "IEEE Transactions on Intelligent Transportation Systems"

DOI: 10.1109/tits.2021.3099346

Abstract: As the emerging paradigm that is believed to be conducive to the development of intelligent transportation systems (ITS), Internet of Vehicles (IoV) is constructed with a number of connected heterogeneous vehicle devices which provide a… read more here.

Keywords: network; qos prediction; recurrent neural; prediction ... See more keywords

NDMF: Neighborhood-Integrated Deep Matrix Factorization for Service QoS Prediction

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0 Published in 2020 at "IEEE Transactions on Network and Service Management"

DOI: 10.1109/tnsm.2020.3027185

Abstract: Quality of service (QoS) has been mostly applied to represent non-functional properties of Web services and differentiate those with the same functionality. How to accurately predict service QoS has become a key research topic. Researchers… read more here.

Keywords: tex math; qos prediction; service qos; inline formula ... See more keywords

HSA-Net: Hidden-State-Aware Networks for High-Precision QoS Prediction

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1 Published in 2022 at "IEEE Transactions on Parallel and Distributed Systems"

DOI: 10.1109/tpds.2021.3111810

Abstract: The high-precision QoS (quality of service) prediction is based on the comprehensive perception of state information of users and services. However, the current QoS prediction approaches have limited accuracy, for most state information of users… read more here.

Keywords: hidden state; state; hsa net; qos prediction ... See more keywords

Multiple Attributes QoS Prediction via Deep Neural Model with Contexts*

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1 Published in 2021 at "IEEE Transactions on Services Computing"

DOI: 10.1109/tsc.2018.2859986

Abstract: In recent years, various collaborative QoS prediction methods have been put forward to coping with the demand for efficient quality-of-service (QoS) evaluation, by drawing lessons from the recommender systems. However, there still remain some challenging… read more here.

Keywords: multiple attributes; qos prediction; contexts; model ... See more keywords

Context-Aware and Adaptive QoS Prediction for Mobile Edge Computing Services

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2 Published in 2022 at "IEEE Transactions on Services Computing"

DOI: 10.1109/tsc.2019.2944596

Abstract: Mobile edge computing (MEC) allows the use of its services with low latency, location awareness and mobility support to make up for the disadvantages of cloud computing, and has gained a considerable momentum recently. However,… read more here.

Keywords: context aware; mec services; qos prediction;