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- research-articleMarch 2024
Binary task offloading strategy for cloud robots using improved game theory in cloud-edge collaboration
The Journal of Supercomputing (JSCO), Volume 80, Issue 10Pages 14752–14772https://doi.org/10.1007/s11227-024-06034-8AbstractIn this study, we address the challenge of efficiently processing cloud robot tasks within cloud-edge collaborative systems by designing a collaborative offloading system. Our focus lies in jointly optimizing system completion time and energy ...
- research-articleApril 2024
Elasticity unleashed: Fine-grained cloud scaling through distributed three-way decision fusion with multi-head attention
Information Sciences: an International Journal (ISCI), Volume 660, Issue Chttps://doi.org/10.1016/j.ins.2024.120127AbstractWith the proliferation of cloud computing, elastic resource scaling has emerged as a critical challenge. Cloud platforms must efficiently allocate resources to match dynamic workloads. This study addresses the key trade-off between responsiveness ...
Highlights- Multi-granularity analysis and three-way decision fusion enhance cloud scaling.
- Multi-head attention mechanism improves resource allocation efficiency.
- Validated on Google Cluster Trace dataset for optimized cloud resource use.
- research-articleNovember 2023
A Novel Three-Way Deep Learning Approach for Multigranularity Fuzzy Association Analysis of Time Series Data
IEEE Transactions on Fuzzy Systems (TOFS), Volume 32, Issue 9Pages 4835–4845https://doi.org/10.1109/TFUZZ.2023.3332921Discovering valuable knowledge from massive time series data is challenging due to sophisticated temporal relationships and inherent uncertainties. This article proposes a new multigranularity fuzzy association analysis of multigranularity incorporated ...
- research-articleApril 2023
A novel prediction approach based on three-way decision for cloud datacenters
Applied Intelligence (KLU-APIN), Volume 53, Issue 17Pages 20239–20255https://doi.org/10.1007/s10489-023-04505-8AbstractAccurate prediction of the cloud workload is essential in cloud computing, especially for cloud resource demand with sudden changes. The existing research on workload prediction approaches for cloud datacentres has one disadvantage: the results of ...
- research-articleJanuary 2023
Measuring effectiveness of movement-based three-way decision using fuzzy Markov model
International Journal of Approximate Reasoning (IJAR), Volume 152, Issue CPages 456–469https://doi.org/10.1016/j.ijar.2022.11.010AbstractIn the trisecting-acting-outcome (TAO) model of three-way decision (3WD), the typical outcome measures approach is to estimate the difference before and after some strategies acted on the tripartition, regardless of whether it is good ...
- research-articleOctober 2022
Effectiveness measure in change-based three-way decision
Soft Computing - A Fusion of Foundations, Methodologies and Applications (SOFC), Volume 27, Issue 6Pages 2783–2793https://doi.org/10.1007/s00500-022-07524-8AbstractThe trisecting–acting–outcome model of a three-way decision is a practical approach to solving complex problems, consisting of three components: trisecting, acting, and outcome. Trisecting means dividing a complex problem into three parts based on ...
- research-articleOctober 2022
Ensemble learning using three-way density-sensitive spectral clustering
International Journal of Approximate Reasoning (IJAR), Volume 149, Issue CPages 70–84https://doi.org/10.1016/j.ijar.2022.07.003AbstractAs one popular clustering algorithm in the last few years, spectral clustering is advantageous over most existing clustering algorithms. Although spectral clustering can perform well in many instances, the algorithm still has some problems. The ...
- research-articleAugust 2022
A novel outcome evaluation model of three-way decision: A change viewpoint
Information Sciences: an International Journal (ISCI), Volume 607, Issue CPages 1089–1110https://doi.org/10.1016/j.ins.2022.06.022AbstractThree-way decision (3WD) is a granulation-computing paradigm consisting of trisecting, acting, and outcome (i.e., TAO model). Movement-based three-way decision (M-3WD) and change-based three-way decision (C-3WD) are two emerging ...
- research-articleApril 2022
Three-way decision based on confidence level change in rough set
International Journal of Approximate Reasoning (IJAR), Volume 143, Issue CPages 57–77https://doi.org/10.1016/j.ijar.2022.01.007AbstractThree-way decision (3WD) and rough set are two influential theories of study knowledge discovery and uncertain artificial intelligence. A central notion of 3WD is a tri-level thinking paradigm consisting of trisecting, acting, and ...
- research-articleJanuary 2022
A Novel Three-Way Decision Model for Improving Computational Thinking Based on Grey Correlation Analysis
Computational thinking (CT) is an approach that applies the fundamental concepts of computer science to solve problems, design systems, and understand human behavior, which can help students develop lifetime learning and generate new topics. It has been ...
- research-articleDecember 2021
Measuring the outcome of movement-based three-way decision using proportional utility functions
Applied Intelligence (KLU-APIN), Volume 51, Issue 12Pages 8598–8612https://doi.org/10.1007/s10489-021-02325-2AbstractThe trisecting-acting-outcome (TAO) model of three-way decisions includes trisecting a universal set into three separate and closely connected regions, devising, and applying efficient strategies on the three regions, furthermore evaluating the ...
- research-articleNovember 2021
A Fine-Grained Horizontal Scaling Method for Container-Based Cloud
The container scaling mechanism, or elastic scaling, means the cluster can be dynamically adjusted based on the workload. As a typical container orchestration tool in cloud computing, Horizontal Pod Autoscaler (HPA) automatically adjusts the number of ...
- research-articleJanuary 2021
Effectiveness measure for TAO model of three-way decisions with interval set
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology (JIFS), Volume 40, Issue 6Pages 11071–11084https://doi.org/10.3233/JIFS-202207The basic idea of the three-way decisions (3WD) is ‘thinking in threes.’ The TAO (trisecting-acting-outcome) model of 3WD includes three components, trisect a whole into three reasonable regions, devise a corresponding strategy on the trisection, and ...
- ArticleApril 2010
An Improved Algorithm in XTR
MVHI '10: Proceedings of the 2010 International Conference on Machine Vision and Human-machine InterfacePages 227–230XTR is an excellent public key system that is suitable for variety of environments. XTR can achieve the same communication and security advantages at a much lower computational cost because of small keys and fast key selection. The computation of Sn(c) ...
- ArticleApril 2009
The Software Design of the Network Monitoring Device Based on Linux System Platform
ICETC '09: Proceedings of the 2009 International Conference on Education Technology and ComputerPages 262–264https://doi.org/10.1109/ICETC.2009.17As the development of the computer network technology,video technology and embedding technology,the network monitoring system based on embedding technology is becoming the main develop direction. According to the characteristic and system function ...