Stochastic Models For the Time Complexity of Computing Tasks: II. Description of Interaction With Databases

IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Journal of Computer and Systems Sciences International Pub Date : 2024-08-18 DOI:10.1134/s1064230724700151
A. V. Borisov, A. V. Bosov, A. V. Ivanov
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Abstract

This paper is the second part of a series studying the design of the mathematical models for the execution time of user tasks carried out on virtual computing nodes. It analyzes the quality of the proposed models that describe the processing time of the information stored in the databases (DBs). A prototype of the anonymization system of passengers’ personal data is used as a testbed for stress testing. Stochastic models are constructed describing two types of user tasks: the procedure for the anonymization of personal data and calculation of the sample’s statistical characteristics. This paper contains a detailed description of planning and performing stress testing for both models. The obtained mathematical models developed from real data demonstrate a fairly high quality.

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计算任务时间复杂性的随机模型:II.与数据库交互的描述
摘要 本文是研究虚拟计算节点上用户任务执行时间数学模型设计系列的第二部分。它分析了描述数据库(DB)中存储的信息处理时间的拟议模型的质量。乘客个人数据匿名化系统的原型被用作压力测试的试验平台。构建的随机模型描述了两类用户任务:个人数据匿名化程序和样本统计特征计算。本文详细描述了这两种模型的规划和压力测试执行情况。根据真实数据开发的数学模型具有相当高的质量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Computer and Systems Sciences International
Journal of Computer and Systems Sciences International 工程技术-计算机:控制论
CiteScore
1.50
自引率
33.30%
发文量
68
审稿时长
6-12 weeks
期刊介绍: Journal of Computer and System Sciences International is a journal published in collaboration with the Russian Academy of Sciences. It covers all areas of control theory and systems. The journal features papers on the theory and methods of control, as well as papers devoted to the study, design, modeling, development, and application of new control systems. The journal publishes papers that reflect contemporary research and development in the field of control. Particular attention is given to applications of computer methods and technologies to control theory and control engineering. The journal publishes proceedings of international scientific conferences in the form of collections of regular journal articles and reviews by top experts on topical problems of modern studies in control theory.
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