Towards QoS Prediction Based on Composition Structure Analysis and Probabilistic Models

被引：0

作者：

Ivanovic, Dragan ^{[1
]}

Carro, Manuel ^{[1
,2
]}

Kaowichakorn, Peerachai ^{[2
]}

机构：

[1] IMDEA Software Inst, Madrid, Spain

[2] Politecnica Madrid UPM, Sch Comp Sci, Madrid, Spain

来源：

SERVICE-ORIENTED COMPUTING, ICSOC 2014 | 2014年 / 8831卷

关键词：

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

The quality of service (QoS) of complex software systems, built by composing many components, is essential to determine their usability. Since the QoS of each component usually has some degree of uncertainty, the QoS of the composite system also exhibits stochastic behavior. We propose to compute probability distributions of the QoS of a service composition using its structure and the probability distributions of the QoS of the components. We experimentally evaluate our approach on services deployed in a real setting using a tool to predict probability distributions for the composition QoS and comparing them with those obtained from actual executions.

引用

页码：394 / 402

页数：9

共 50 条

[1] Probabilistic analysis of QoS-aware service composition with explicit environment models
Zhou, Yu
Han, Tingting
Chen, Taolue
Zhou, Shiqi
IET SOFTWARE, 2020, 14 (01) : 59 - 71
[2] QoS Analysis for Web Service Compositions Based on Probabilistic QoS
Zheng, Huiyuan
Yang, Jian
Zhao, Weiliang
Bouguettaya, Athman
SERVICE-ORIENTED COMPUTING, 2011, 7084 : 47 - 61
[3] A new method of QoS prediction based on probabilistic latent feature analysis and cloud similarity
Lu W.
Hu X.
Li X.
Wei Y.
Lu, Weina (luweina1981@126.com), 2016, Inderscience Enterprises Ltd., 29, route de Pre-Bois, Case Postale 856, CH-1215 Geneva 15, CH-1215, Switzerland (09) : 52 - 60
[4] Probabilistic QoS Aggregations for Service Composition
Zheng, Huiyuan
Yang, Jian
Zhao, Weiliang
ACM TRANSACTIONS ON THE WEB, 2016, 10 (02)
[5] Towards online composition of PMML prediction models
Gorea, Diana
ICSOFT 2008: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VOL ISDM/ABF, 2008, : 300 - 303
[6] Towards probabilistic models for the prediction of a ship performance in dynamic ice
Montewka, Jakub
Goerlandt, Floris
Kujala, Pentti
Lensu, Mikko
COLD REGIONS SCIENCE AND TECHNOLOGY, 2015, 112 : 14 - 28
[7] QoS-aware Web service composition based on probabilistic approach
Tao, Chun-Hua
Feng, Zhi-Yong
Tianjin Daxue Xuebao (Ziran Kexue yu Gongcheng Jishu Ban)/Journal of Tianjin University Science and Technology, 2010, 43 (10): : 860 - 865
[8] Prediction of protein continuum secondary structure with probabilistic models based on NMR solved structures
Mikael Bodén
Zheng Yuan
Timothy L Bailey
BMC Bioinformatics, 7
[9] Prediction of protein continuum secondary structure with probabilistic models based on NMR solved structures
Bodén, M
Yuan, Z
Bailey, TL
BMC BIOINFORMATICS, 2006, 7 (1)
[10] Reliable Web service composition based on QoS dynamic prediction
Liu, Zhi Zhong
Jia, Zong Pu
Xue, Xiao
An, Ji Yu
SOFT COMPUTING, 2015, 19 (05) : 1409 - 1425

← 1 2 3 4 5 →