EXPERIMENTAL SOFTWARE FOR MODELING AND INTERPRETING EDUCATIONAL DATA ANALYSIS PROCESSES
Journal Title: Современные информационные технологии и ИТ-образование - Year 2017, Vol 13, Issue 4
Abstract
Problems, tasks and processes of educational data mining are considered in this article. The objective is to create a fundamentally new information system of the University using the results educational data analysis. One of the functions of such a system is knowledge extraction from accumulated in the operation process data. The creation of the national system of this type is an iterative and time-consuming process requiring the preliminary studies and incremental prototyping modules. The novelty of such systems is that there is a lack of those using this methodology of the development, for this purpose a number of experiments was carried out in order to collect data, choose appropriate methods for the study and to interpret them. As a result of the experiment, the authors were available sources available for analysis in the information environment of the home university. The data were taken from the semester performance, obtained from the information system of the training department of the Institute of IT MTU MIREA, the data obtained as a result of the independent work of students and data, using specially designed Google-forms. To automate the collection of information and analysis of educational data, an experimental software package was created. As a methodology for developing the experimental software complex, a decision was made using the methodologies of rational-empirical complexes (REX) and single-experimentation program technologies (TPEI). The details of the program implementation of the complex are described in detail, conclusions are given about the availability of the data sources used, and conclusions are drawn about the prospects for further development.
Authors and Affiliations
Natalya Zorina, Victor Panchenko
Keywords
Related Articles
- EP ID EP266371
- DOI 10.25559/SITITO.2017.4.483
- Views 113
- Downloads 0
DEVELOPMENT OF SOFTWARE INSTRUMENTATION FOR ASSESSMENT OF RELIABILITY OF SOFTWARE PRODUCTS WITHOUT INITIAL TEXTS
The article describes the development of domestic software tools, which allows to assess the reliability, quality and security of software products without source code. The results of his work are indicated. Information...
METHODOLOGIES AND INDICATORS FOR BIG DATA MEASUREMENT
The İnternet of Things, cloud computing and the development of social networking technologies caused rapid increase in the volume of data and the formation of Big Data paradigm. Increasing the volume, speed, diversity an...
EDUCATIONAL PROGRAM MANAGEMENT OF UNIVERSITIES IN THE CONTEXT OF TRAINING COMPETITIVE SOFTWARE DEVELOPERS
The article discusses the features of management of the educational program of universities in the context of training competitive specialists in the IT-sphere. The known contradictions between the existing educational s...
ARCHITECTURE AND RELIABILITY OF OPERATING SYSTEMS
Progress in the production technology of microprocessors significantly increased reliability and performance of the computer systems hardware. It cannot be told about the corresponding characteristics of the software and...
INTERNET TECHNOLOGIES FOR TRAFFIC AND PEDESTRIAN DATA COLLECTION
The article shows the technology of obtaining initial data on the state and functioning of the city transport system. The technology makes it possible to obtain data on the intensity of any movement: intensity of traffic...