title: ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¸ ÑÐµÑ Ð½Ð¸ÑÐµÑÐºÐ¸Ñ ÑÐµÑÐµÐ½Ð¸Ð¹ ÑÐ±Ð¾ÑÐ° Ð¸ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð´Ð°Ð½Ð½ÑÑ Ð¾ Ð¿ÑÐ¾ÑÐµÑÑÐ°Ñ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Research and development of algorithms and technical solutions for mining and analyzing data on software development processes
Creators: name: ÐÐ»Ð¸Ð¼Ð¾Ð², ÐÐ³Ð¾Ñ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2021
Subjects: ÐÐ°Ð·Ñ Ð´Ð°Ð½Ð½ÑÑ
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description: ÐÐ¸Ð¿Ð»Ð¾Ð¼Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼ ÑÐ±Ð¾ÑÐ° Ð¸ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð´Ð°Ð½Ð½ÑÑ Ð¾ Ð¿ÑÐ¾ÑÐµÑÑÐ°Ñ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ Ð¸ ÑÐ¾Ð·Ð´Ð°Ð½Ð¸Ñ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐ° Ð´Ð»Ñ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð¸Ñ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð² ÑÑÐ¾Ð¹ Ð¾Ð±Ð»Ð°ÑÑÐ¸. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: 1. ÐÐ½Ð°Ð»Ð¸Ð· Ð¾ÑÐ½Ð¾Ð²Ð½ÑÑ Ð¸ÑÑÐ¾ÑÐ½Ð¸ÐºÐ¾Ð² Ð´Ð°Ð½Ð½ÑÑ, Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÐ¼ÑÑ Ð¿ÑÐ¸ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð¸Ð¸ Ð¸ÑÂ­ÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð² Ð¾Ð±Ð»Ð°ÑÑÐ¸ ÑÐ¼Ð¿Ð¸ÑÐ¸ÑÐµÑÐºÐ¾Ð³Ð¾ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ; 2. Ð ÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð²ÑÑÑÐ¾ÐµÐ½Ð½Ð¾Ð³Ð¾ Ð¿ÑÐµÐ´Ð¼ÐµÑÐ½Ð¾-Ð¾ÑÐ¸ÐµÐ½ÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ° Ð´Ð»Ñ Ð¾Ð¿Ð¸ÑÐ°Â­Ð½Ð¸Ñ Ð·Ð°Ð´Ð°Ñ; 3. Ð ÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐ° Ð´Ð»Ñ ÑÐ±Ð¾ÑÐ° Ð¸ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð´Ð°Ð½Ð½ÑÑ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Â­ÐµÐ¼ Ð¿Ð»Ð°ÑÑÐ¾ÑÐ¼Ñ Java Virtual Machine Ð¸ ÑÐºÐ¾ÑÐ¸ÑÑÐµÐ¼Ñ Python. ÐÐ½ÑÑÑÑÐ¼ÐµÐ½Ñ Ð´Ð¾Ð»Ð¶ÐµÐ½ Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÑÑ Ð¿ÑÐ¾Ð²Ð¾Ð´Ð¸ÑÑ Ð»Ð¾ÐºÐ°Ð»ÑÐ½ÑÐµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¸ Ð½Ð° ÑÐ´Ð°Ð»ÐµÐ½Ð½Ð¾Ð¼ Ð²ÑÑÐ¸ÑÐ»Ð¸ÑÐµÐ»ÑÐ½Ð¾Ð¼ Ð¾ÐºÑÑÐ¶ÐµÐ½Ð¸Ð¸; 4. ÐÐ¾Ð´Ð³Ð¾ÑÐ¾Ð²ÐºÐ° Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐ° Ðº ÑÐ´Ð¾Ð±Ð½Ð¾Ð¹ Ð¿Ð¾ÑÑÐ°Ð²ÐºÐµ Ð´Ð¾ ÐºÐ¾Ð½ÐµÑÐ½ÑÑ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»ÐµÐ¹. Ð Ð°Ð±Ð¾ÑÐ° Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð° Ð½Ð° Ð±Ð°Ð·Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°ÑÐµÐ»ÑÑÐºÐ¾Ð¹ Ð³ÑÑÐ¿Ð¿Ñ Â«ÐÐ°Ð±Ð¾ÑÐ°ÑÐ¾ÑÐ¸Ñ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐ¾Ð² ÑÐ¾Ð²Ð¼ÐµÑÑÐ½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑÂ» (Â«Intelligent Collaboration Tools LabÂ») ÐºÐ¾Ð¼Ð¿Ð°Ð½Ð¸Ð¸ Â«JetBrainsÂ». ÐÐ½Ð°Ð»Ð¸Ð· ÑÑÐµÐ±ÑÐµÐ¼ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð¸ Ð¿Ð¾Ð´ÑÐ¾Ð´Ð¾Ð² Ð¿ÑÐ¾Ð²Ð¾Ð´Ð¸Ð»ÑÑ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ð°Ð½Ð¸Ð¸ Ð¸Ð·ÑÑÐµÐ½Ð¸Ñ Ð¼Ð°ÑÐµÑÐ¸Ð°Ð»Ð¾Ð² Ð¿ÑÐ¾ÑÐ¸Ð»ÑÐ½ÑÑ ÐºÐ¾Ð½ÑÐµÑÐµÐ½ÑÐ¸Ð¹ Ð² Ð¾Ð±Ð»Ð°ÑÑÐ¸ ÑÐ¼Ð¿Ð¸ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ Ð¸ ÑÐ±Ð¾ÑÐ° Ð°ÑÑÐµÑÐ°ÐºÑÐ¾Ð² Ð¿ÑÐ¾ÑÐµÑÑÐ° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ, ÑÑÐµÐ´ÑÑÐ²Ð°Ð¼Ð¸ Ð¯ÐÐ£ ÐÐ¾ÑÐ»Ð¸Ð½ Ð±ÑÐ»Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ñ Ð²ÑÑÑÐ¾ÐµÐ½Ð½ÑÐ¹ Ð¿ÑÐµÐ´Ð¼ÐµÑÐ½Ð¾-Ð¾ÑÐ¸ÐµÐ½ÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐ¹ ÑÐ·ÑÐº CodescopeDSL, Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÑÑÐ¸Ð¹ Ð¾Ð¿Ð¸ÑÑÐ²Ð°ÑÑ ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½ÑÑ Ð² Ð²Ð¸Ð´Ðµ ÑÑÐµÐ½Ð°ÑÐ¸ÐµÐ² Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ñ (Â«ÑÐºÑÐ¸Ð¿ÑÐ¾Ð²Â»), Ð° ÑÐ°ÐºÐ¶Ðµ ÑÐµÑÐ²Ð¸Ñ Ð´Ð»Ñ Ð¸ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ñ ÑÑÐ¸Ñ ÑÑÐµÐ½Ð°ÑÐ¸ÐµÐ² Ð¸ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð¸Ñ ÐºÐ¾Ð»Ð»ÐµÐºÑÐ¸Ð²Ð½ÑÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹. Ð¡ÐµÑÐ²Ð¸Ñ Ð²Ð²ÐµÐ´ÐµÐ½ Ð² ÑÐºÑÐ¿Ð»ÑÐ°ÑÐ°ÑÐ¸Ñ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°ÑÐµÐ»ÑÑÐºÐ¾Ð¹ Ð³ÑÑÐ¿Ð¿Ð¾Ð¹ Â«ÐÐ°Ð±Ð¾ÑÐ°ÑÐ¾ÑÐ¸Ñ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐ¾Ð² ÑÐ¾Ð²Ð¼ÐµÑÑÐ½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑÂ».
description: Thesis is devoted to researching the problems of mining and analyzing on software development processes artifacts and creating a tool for conducting research in this area. The tasks that were solved during the study: 1. Analysis of the main data sources used in research in the field of empirical software engineering; 2. Implementation of embedded domain-specific language for describing scientific pipelines in field of Mining Software Repositores using Java Virtual Machine and Python; 3. Implementation of a local environment for executing scripts, as well as a server environment, allowing collective research; 4. Create easy-to-use deployment solution. The work was carried out on the basis of the research group Â«Intelligent Collaboration Tools LabÂ» of the Â«JetBrainsÂ» company. The analysis of the required data and approaches was carried out based on the study of materials from specialized conferences in the field of empirical software development and the mining software repositories. As a result, the domain-oriented language CodescopeDSL was developed, which allows describing experiments in the form of execution scripts ("scripts"). Service for executing these scripts and conducting collaborative research. The service was put into operation by the research group Â«Intelligent Collaboration Tools LabÂ»