Моделирование и анализ данных最新文献

Development and Application of a Multi-Objective Ant Colony Op-timization Method for Portfolio Problem 针对投资组合问题的多目标蚁群优化方法的开发与应用

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140205

A. Panteleev, N.S. Popova

引用次数: 0

Expert Assignment of Fuzzy Strict Orders 模糊严格命令的专家分配

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140204

S.O. Smerchinskaya, R.R. Yamanaeva

引用次数: 0

Adaptive Intelligent Tutoring System 自适应智能辅导系统

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140211

B.S. Ksemidov, K. K. Abgaryan

{"title":"Adaptive Intelligent Tutoring System","authors":"B.S. Ksemidov, K. K. Abgaryan","doi":"10.17759/mda.2024140211","DOIUrl":"https://doi.org/10.17759/mda.2024140211","url":null,"abstract":"The goal of the work is to create a modern adaptive intelligent system using current machine learning technologies to automate a significant part of the teacher’s work. Existing intelligent systems, the purpose of which is to train students to work in various subject areas, currently have a set of various disadvantages, for example, the need to prepare educational material in a given format, which is sometimes a very labor-intensive task. In addition, in such systems there is a need to assess knowledge to correct the training plan for students, which requires various practical tasks for their formal presentation. In this case, practical assignments must be compiled by the course author, which can also be very labor-intensive. The novelty of the adaptive intelligent system presented in the work lies in the improvement of learning approaches using the latest machine learning methods. To help the teacher prepare educational material provides the ability to create video material automatically. This approach provides an opportunity for students to receive material not only in text form, but also in video format, without increasing the labor intensity on the part of the teacher. In addition, the teacher will be given the opportunity to manipulate versions of educational materials in accordance with the statistics provided by the system on student performance.","PeriodicalId":186451,"journal":{"name":"Моделирование и анализ данных","volume":"46 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141706002","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

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Analysis and Documentation of Requirements for the Software Package for Conducting Computational Experiments and Numerical Investigation “Flow Tube – Liquid” System of a Coriolis Flow Meter 科里奥利流量计 "流体管-液体 "系统计算实验和数值研究软件包需求分析与文档编制

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140210

E. Gudkova

{"title":"Analysis and Documentation of Requirements for the Software Package for Conducting Computational Experiments and Numerical Investigation “Flow Tube – Liquid” System of a Coriolis Flow Meter","authors":"E. Gudkova","doi":"10.17759/mda.2024140210","DOIUrl":"https://doi.org/10.17759/mda.2024140210","url":null,"abstract":"Item. This article describes the stages of development of a software package designed to conduct a series of computational experiments on numerical modeling of the “flow tube – liquid” system of a Coriolis flow meter and automation of algorithms for subsequent data processing and visualization. The purpose of this article is to formulate and document the requirements for a software package, and its design based on modern approaches to the development of software products. Methods. The structure of requirements for the software package was developed based on the Software Requirements Specification template adopted in the Rational Unified Process software development methodology, in accordance with the classification of requirements for FURPS+ software systems. Python 3 and the interpreted programming language of the MATLAB environment were used to develop the complex routines. Results. A structure of requirements for the software package has been developed, including functional and non-functional requirements. A software package consisting of three subprograms has been developed, its structure, main components and capabilities are described, and examples of use are demonstrated. Conclusions. The software package solves the problems of automating modeling algorithms, processing and visualizing data obtained as a result of experiments. It can be used in engineering and scientific research related to the analysis of the performance of Coriolis flow meters.","PeriodicalId":186451,"journal":{"name":"Моделирование и анализ данных","volume":"29 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141715498","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Intelligent Crew Support when Recovering a Civil Aircraft from a Difficult Spatial Position 从困难空间位置回收民用飞机时的智能机组支持

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140208

L. Kuravsky, I. Greshnikov, I.A. Makhortov, N.V. Bondarenko

引用次数: 0

Education in High School 高中教育

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140212

Y. Kulanin, M. Stepanov

引用次数: 0

The Use of Images in Teaching Higher Mathematics 在高等数学教学中使用图像

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140213

Y. Kulanin, M. Stepanov

引用次数: 0

Experience in Using the Transformer Network Architecture to Approximate Agent’s Policy in Reinforcement Learning 在强化学习中使用变压器网络结构近似代理策略的经验

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140201

N.P. Novikov, V. Vinogradov

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Application of the m* and d* Statistics for Assessing the Quality of Data in Psychological Research Using Benford's Law (Illustrated with Reaction Time Measurements) 运用本福德定律评估心理研究数据质量的 m* 和 d* 统计法的应用（以反应时间测量为例证）

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140202

N.I. Kolachev

{"title":"Application of the m* and d* Statistics for Assessing the Quality of Data in Psychological Research Using Benford's Law (Illustrated with Reaction Time Measurements)","authors":"N.I. Kolachev","doi":"10.17759/mda.2024140202","DOIUrl":"https://doi.org/10.17759/mda.2024140202","url":null,"abstract":"The objective of the proposed study was to examine the properties of statistics used to assess the conformity of the distribution of the first significant digit to Benford's Law, m* and d*, with relatively modest sample sizes (10≤n ≤70). A simulation study was conducted to achieve this goal. Data were simulated following a log-normal distribution with parameters that mimic the distribution of reaction time measurements. The distribution of the first significant digit was examined in standardized values raised to the power of γ; 5≤γ≤100. It was found that the statistic m* does not depend on the power of the number, unlike d*. Critical values were established for samples ranging from 10 to 70 observations with an increment of h=10. It turned out that for small n, the critical values of the statistic d* are close to asymptotic, while the critical values of the statistic m* are significantly larger. The functionality of the established critical values was tested within the framework of an experimental study: one respondent performed the Stroop cognitive test in accordance with the instructions (control case), while another violated them (experimental case). It was discovered that the statistic d* does not allow for differentiation in the behavior of subjects. Conversely, m* proved sensitive to changes in respondent behavior, and in the experimental case, it significantly more often allowed for the rejection of the null hypothesis regarding the conformity of the distribution of the first significant digit of the standardized value of reaction time to Benford's Law compared to the control. Thus, a preliminary conclusion is made that the statistic m* is more functional compared to d* in studying the quality of data on reaction time with small n.","PeriodicalId":186451,"journal":{"name":"Моделирование и анализ данных","volume":"8 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141706227","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Assessment of the Influence of Psychological Parameters on Results Student Survey 心理参数对学生调查结果的影响评估

Моделирование и анализ данных Pub Date : 2024-07-01 DOI: 10.17759/mda.2024140207

E.B. Cherven-Wadali, V.B. Sidorova, S.N. Antipova

引用次数: 0