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PERT-GNN: Latency Prediction for Microservice-based Cloud-Native Applications via Graph Neural Networks Conference paper
Da Sun Handason Tam, Yang Liu, Huanle Xu, Siyue Xie, Wing Cheong Lau. PERT-GNN: Latency Prediction for Microservice-based Cloud-Native Applications via Graph Neural Networks[C], 2023, 2155 - 2165.
Authors:  Da Sun Handason Tam;  Yang Liu;  Huanle Xu;  Siyue Xie;  Wing Cheong Lau
Favorite | TC[WOS]:1 TC[Scopus]:5 | Submit date:2023/07/30
Delay Prediction  Microservices  Cloud Computing  Graph Neural Networks  Graph Transformers  Machine Learning  
Cloud Configuration Optimization for Recurring Batch-Processing Applications Journal article
Liu, Yang, Xu, Huanle, Lau, Wing Cheong. Cloud Configuration Optimization for Recurring Batch-Processing Applications[J]. IEEE Transactions on Parallel and Distributed Systems, 2023, 34(5), 1495-1507.
Authors:  Liu, Yang;  Xu, Huanle;  Lau, Wing Cheong
Favorite | TC[WOS]:0 TC[Scopus]:1  IF:5.6/4.5 | Submit date:2023/06/05
Big Data Analytics  Cloud Configuration  Gaussian-process Ucb  Kubernetes  
Online Resource Optimization for Elastic Stream Processing with Regret Guarantee Conference paper
Yang Liu, Xu HL(徐歡樂), Wing Cheong Lau. Online Resource Optimization for Elastic Stream Processing with Regret Guarantee[C]:Association for Computing Machinery, 2022, 1-11.
Authors:  Yang Liu;  Xu HL(徐歡樂);  Wing Cheong Lau
Adobe PDF | Favorite | TC[WOS]:0 TC[Scopus]:3 | Submit date:2022/08/26
Cloud Computing  Elastic Stream Processing  Gaussian-process Ucb  Kubernetes  Online Optimization  Resource Allocation  
Multi Resource Scheduling with Task Cloning in Heterogeneous Clusters Conference paper
Xu HL(徐歡樂), Yang Liu, Wing Cheong Lau. Multi Resource Scheduling with Task Cloning in Heterogeneous Clusters[C]:Association for Computing Machinery, 2022, 1-11.
Authors:  Xu HL(徐歡樂);  Yang Liu;  Wing Cheong Lau
Adobe PDF | Favorite | TC[WOS]:1 TC[Scopus]:2 | Submit date:2022/08/26
Optimal Job Scheduling with Resource Packing for Heterogeneous Servers Journal article
Xu, Huanle, Liu, Yang, Lau, Wing Cheong. Optimal Job Scheduling with Resource Packing for Heterogeneous Servers[J]. IEEE/ACM Transactions on Networking, 2021, 29(4), 1553-1566.
Authors:  Xu, Huanle;  Liu, Yang;  Lau, Wing Cheong
Favorite | TC[WOS]:8 TC[Scopus]:9  IF:3.0/3.6 | Submit date:2021/12/08
Dynamic Regret  Online Convex Optimization  Online Job Scheduling  Resource Packing  Switching Cost