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1,271 results on '"Chang, Shuai"'

11. Deep clustering with fusion autoencoder

Author

Chang, Shuai

Subjects
Computer Science - Machine Learning
Abstract

Embracing the deep learning techniques for representation learning in clustering research has attracted broad attention in recent years, yielding a newly developed clustering paradigm, viz. the deep clustering (DC). Typically, the DC models capitalize on autoencoders to learn the intrinsic features which facilitate the clustering process in consequence. Nowadays, a generative model named variational autoencoder (VAE) has got wide acceptance in DC studies. Nevertheless, the plain VAE is insufficient to perceive the comprehensive latent features, leading to the deteriorative clustering performance. In this paper, a novel DC method is proposed to address this issue. Specifically, the generative adversarial network and VAE are coalesced into a new autoencoder called fusion autoencoder (FAE) for discerning more discriminative representation that benefits the downstream clustering task. Besides, the FAE is implemented with the deep residual network architecture which further enhances the representation learning ability. Finally, the latent space of the FAE is transformed to an embedding space shaped by a deep dense neural network for pulling away different clusters from each other and collapsing data points within individual clusters. Experiment conducted on several image datasets demonstrate the effectiveness of the proposed DC model against the baseline methods., Comment: Added the highlights section, corresponding author info, and the acknowledgments

Published
2022

20. FaaSNet: Scalable and Fast Provisioning of Custom Serverless Container Runtimes at Alibaba Cloud Function Compute

Author

Wang, Ao, Chang, Shuai, Tian, Huangshi, Wang, Hongqi, Yang, Haoran, Li, Huiba, Du, Rui, and Cheng, Yue

Subjects
Computer Science - Distributed, Parallel, and Cluster Computing
Abstract

Serverless computing, or Function-as-a-Service (FaaS), enables a new way of building and scaling applications by allowing users to deploy fine-grained functions while providing fully-managed resource provisioning and auto-scaling. Custom FaaS container support is gaining traction as it enables better control over OSes, versioning, and tooling for modernizing FaaS applications. However, providing rapid container provisioning introduces non-trivial challenges for FaaS providers, since container provisioning is costly, and real-world FaaS workloads exhibit highly dynamic patterns. In this paper, we design FaaSNet, a highly-scalable middleware system for accelerating FaaS container provisioning. FaaSNet is driven by the workload and infrastructure requirements of the FaaS platform at one of the world's largest cloud providers, Alibaba Cloud Function Compute. FaaSNet enables scalable container provisioning via a lightweight, adaptive function tree (FT) structure. FaaSNet uses an I/O efficient, on-demand fetching mechanism to further reduce provisioning costs at scale. We implement and integrate FaaSNet in Alibaba Cloud Function Compute. Evaluation results show that FaaSNet: (1) finishes provisioning 2500 function containers on 1000 virtual machines in 8.3 seconds, (2) scales 13.4x and 16.3x faster than Alibaba Cloud's current FaaS platform and a state-of-the-art P2P container registry (Kraken), respectively, and (3) sustains a bursty workload using 75.2% less time than an optimized baseline., Comment: This is the preprint version of a paper published in USENIX ATC 2021

Published
2021

26. Research on the Cultivation of Students Healthy Personality by Sports

Author

Chang, Shuai, Wang, Yiqiu, Li, Kan, Editor-in-Chief, Li, Qingyong, Associate Editor, Fournier-Viger, Philippe, Series Editor, Hong, Wei-Chiang, Series Editor, Liang, Xun, Series Editor, Wang, Long, Series Editor, Xu, Xuesong, Series Editor, Yuan, Xueming, editor, Kurniawan, Yohannes, editor, and Ji, Zhenyan, editor

Published
2023
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27. An Underwater SLAM Approach Using Regularly Distributed Magnetic Beacons

Author

Chang, Shuai, Wan, Chengcheng, Zhang, Dalong, Li, Hui, Lin, Ye, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Yan, Liang, editor, and Deng, Yimin, editor

Published
2023
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31. Antiviral, antioxidant, and anti-inflammatory activities of rhein against white spot syndrome virus infection in red swamp crayfish (Procambarus clarkii)

Author

Cheng Chen, Chang-Shuai Liang, Tao Wang, Jing-Lei Shen, Fei Ling, Hai-Feng Jiang, Peng-Fei Li, and Gao-Xue Wang

Subjects
Rheum palmatum L, rhein, innate immunity, white spot syndrome virus, Microbiology, QR1-502
Abstract

ABSTRACT Infection caused by white spot syndrome virus (WSSV) leads to massive mortality and huge economic losses in the crustacean aquaculture industry; however, to date, no effective control means are available to control the disease. Thus, to better understand the pathological aspects of WSSV and to find effective compounds that have the potential to be developed as anti-WSSV agents are imperative. Herein, based on screening of plants with antiviral activity, we found that rhein, an anthraquinone compound in Rheum palmatum L., exhibited strong activity against WSSV infection in a red swamp crayfish (Procambarus clarkii) model. The results showed that rhein could dose dependently inhibit transcription of WSSV ie1, DNApol, and Vp28 genes, reduce viral load in vivo, and significantly improve the survival rate of WSSV-infected crayfish. Through investigation of the mechanisms of action, we found that rhein did not affect the infectivity of viral particles in vitro as well as the entry and release process in vivo. Alternatively, rhein could activate JAK/STAT and NF-κB pathways, significantly decrease the expression of crustin-1 and BAF but increase the expression of C-type lectin and proPO to arrest WSSV replication. Moreover, rhein also attenuated WSSV-induced oxidative and inflammatory stresses by regulating the expression of antioxidant and anti-inflammatory-related genes and enhanced innate immunity by reducing total protein levels while increasing the phosphatase activity. Taken together, our study shows rhein as a potent WSSV inhibitor, which provides great potential for the development of prophylaxis and therapy agents for controlling WSSV infection in crustacean aquaculture. IMPORTANCE Aquaculture is essential for ensuring global food security by providing a significant source of animal protein. However, the spread of the white spot syndrome virus (WSSV) has resulted in considerable economic losses in crustacean industries. In this study, we evaluated the antiviral activity of rhein, the primary bioactive component of Rheum palmatum L., against WSSV infection, and many pathological aspects of WSSV were also described for the first time. Our mechanistic studies indicated that rhein effectively arrested the replication of WSSV in crayfish by modulating innate immunity to inhibit viral gene transcription. Furthermore, we observed that rhein attenuated WSSV-induced oxidative and inflammatory stresses by regulating the expression of antioxidant and anti-inflammatory-related genes while enhancing innate immunity by reducing total protein levels and increasing phosphatase activity. Our findings suggest that rhein holds great promise as a potent antiviral agent for the prevention and treatment of WSSV in aquaculture.

Published
2023
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