A novel QoS prediction approach based on reversed and cross prediction

被引:0
|
作者
Hong, Chaoqun [1 ]
Chen, Liang [2 ]
Feng, Yipeng [2 ]
Wu, Jian [2 ]
机构
[1] School of Computer and Information Engineering, Xiamen University of Technology, Xiamen 361024, Fujian, China
[2] College of Computer Science and Technology, Zhejiang University, Hangzhou 310027, China
关键词
Clustering technologies - Data smoothing - Data sparsity - Pre-processing - Prediction accuracy - Qos predictions;
D O I
暂无
中图分类号
学科分类号
摘要
A novel quality of service(QoS) prediction approach DRaC based on the idea of collaborative filtering was proposed. This approach first employed clustering technology to handle the data-smoothing pre-processing, and then employed reversed prediction and cross prediction to handle the problem of data sparsity for the purpose of improving the prediction accuracy. Experiment results of QoS prediction demonstrate that the proposed DRaC approach outperforms existing methods in terms of accuracy. Moreover, the impact of each parameter to DRaC was evaluated.
引用
收藏
页码:137 / 142
相关论文
共 50 条
  • [31] Towards Dynamic Reconfiguration of a Composite Web Service: An Approach Based on QoS Prediction
    Messiaid, Abdessalam
    Mokhati, Farid
    Benaboud, Rohallah
    Salem, Hajer
    ELECTRONICS, 2021, 10 (13)
  • [32] A Spatial-Temporal-Aware QoS Prediction Approach
    Xiong W.
    Li B.
    Wu Z.
    Hang B.
    Gu Q.
    Jisuanji Xuebao/Chinese Journal of Computers, 2019, 42 (04): : 772 - 785
  • [33] ONLINE PERSONALIZED QOS PREDICTION APPROACH FOR CLOUD SERVICES
    Xu, Jianlong
    Zheng, Zibin
    Fan, Zhun
    Liu, Wenhua
    PROCEEDINGS OF 2016 4TH IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND INTELLIGENCE SYSTEMS (IEEE CCIS 2016), 2016, : 32 - 37
  • [34] Prediction Based QoS Management in Replicated DRTDBS
    Shrivastava, Pratik
    Shanker, Udai
    WIRELESS PERSONAL COMMUNICATIONS, 2021, 117 (02) : 1297 - 1318
  • [35] User-based AutoenCoder for QoS Prediction
    Le Van Thinh
    Nguyen Xuan Hau
    Truong Dinh Tu
    PROCEEDINGS OF 2016 IEEE 7TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2016), 2016, : 308 - 311
  • [36] A Novel Machine Learning Based Approach for Rainfall Prediction
    Solanki, Niharika
    Panchal, Gaurang
    INFORMATION AND COMMUNICATION TECHNOLOGY FOR INTELLIGENT SYSTEMS (ICTIS 2017) - VOL 1, 2018, 83 : 314 - 319
  • [37] Topic Model based Collaborative QoS Prediction
    Wu, Jian
    Ji, Lichuan
    Liang, Tingting
    Chen, Liang
    APPLIED MATHEMATICS & INFORMATION SCIENCES, 2014, 8 (05): : 2545 - 2555
  • [38] Novel CNN approach for video prediction based on FitVid
    Watanabe, Taiju
    Takahiro, Shindo
    Watanabe, Hiroshi
    INTERNATIONAL WORKSHOP ON ADVANCED IMAGING TECHNOLOGY, IWAIT 2023, 2023, 12592
  • [39] A NOVEL APPROACH FOR ARCHITECTURE BASED SOFTWARE MAINTENANCE PREDICTION
    Anwar, Sajid
    Ramzan, Muhammad
    Rauf, Abdul
    Jaffar, M. Arfan
    Shahid, Arshad Ali
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (06): : 3193 - 3208
  • [40] Skyline Service Selection based on QoS Prediction
    Guo, Yan
    Wang, Shangguang
    2016 IEEE INTERNATIONAL CONFERENCE ON CLUSTER COMPUTING (CLUSTER), 2016, : 150 - 151