Time Series Forecasting during Software Project State Analysis

被引：0

作者：

Romanov, Anton ^{[1
]}

Yarushkina, Nadezhda ^{[1
]}

Filippov, Alexey ^{[1
]}

Sergeev, Pavel ^{[1
]}

Andreev, Ilya ^{[1
]}

Kiselev, Sergey ^{[1
]}

机构：

[1] Ulyanovsk State Tech Univ, Dept Informat Syst, Severny Venets Str 32, Ulyanovsk 432027, Russia

来源：

MATHEMATICS | 2024年 / 12卷 / 01期

关键词：

time series; predicting; forecasting; neural networks;

D O I：

10.3390/math12010047

中图分类号：

O1 [数学];

学科分类号：

0701 ; 070101 ;

摘要：

Repositories of source code and their hosting platforms are important data sources for software project development and management processes. These sources allow for the extraction of historical data points for the product development process evaluation. Extracted data points reflect the previous development experience and allow future planning and active development tracking. The aim of this research is to create a predictive approach to control software development based on a time series extracted from repositories and hosting platforms. This article describes the method of extracting parameters from repositories, the approach to creating time series models and forecasting their behavior. Also, the article represents the proposed approach for software project analyses based on fuzzy logic principles. The novelty of this approach is the ability to perform an expert evaluation of different stages of software product development based on the forecasted values of interested parameters and a fuzzy rule base.

引用

页数：16

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