title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¼Ð¾Ð´ÑÐ»Ñ Ð½Ð° Ð±Ð°Ð·Ðµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸ Ð¿Ð¾ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÐºÐ¸Ñ Ð´ÐµÐ¹ÑÑÐ²Ð¸Ð¹
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of an intelligent module based on a neural network for detecting fraudulent actions
Creators: name: ÐÑÑÑÐµÐ², ÐÐ»ÐµÐºÑÐ°Ð½Ð´Ñ
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: 2025
Subjects: Ð´Ð°Ð½Ð½ÑÐµ
Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
Ð¼Ð½Ð¾Ð³Ð¾ÑÐ»Ð¾Ð¹Ð½ÑÐ¹ Ð¿ÐµÑÑÐµÐ¿ÑÑÐ¾Ð½
Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
ÑÐµÐ»ÐµÑÐ¾Ð½Ð½Ð¾Ðµ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ð¾
data
neural networks
multilayer perceptron
learning
phone fraud

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: Â«Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¼Ð¾Ð´ÑÐ»Ñ Ð½Ð° Ð±Ð°Ð·Ðµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸ Ð¿Ð¾ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÐºÐ¸Ñ Ð´ÐµÐ¹ÑÑÐ²Ð¸Ð¹Â». ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¼Ð¾Ð´ÑÐ»Ñ Ð¿Ð¾ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ ÑÐµÐ»ÐµÑÐ¾Ð½Ð½Ð¾Ð³Ð¾ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ð°. 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ÑÐ¾Ð¸Ð·Ð²Ð¾Ð´Ð¸Ð»ÑÑ Ð¾Ð±Ð·Ð¾Ñ ÑÐ¸ÑÑÐ°ÑÐ¸Ð¸ Ñ ÑÐµÐ»ÐµÑÐ¾Ð½Ð½ÑÐ¼ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ð¾ Ð² Ð Ð¤; 2) Ð Ð°ÑÑÐ¼Ð¾ÑÑÐµÐ½Ñ Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ðµ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½ÑÐµ Ð°Ð½Ð°Ð»Ð¾Ð³Ð¸ Ð¿Ð¾ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ ÑÐµÐ»ÐµÑÐ¾Ð½Ð½Ð¾Ð³Ð¾ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ð°; 3) Ð Ð°ÑÑÐ¼Ð¾ÑÑÐµÐ½Ñ Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ðµ Ð¼ÐµÑÐ¾Ð´Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ ÑÐµÐ»ÐµÑÐ¾Ð½Ð½Ð¾Ð³Ð¾ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ð°; 4) ÐÐ¾Ð´Ð³Ð¾ÑÐ¾Ð²Ð»ÐµÐ½Ñ Ð´Ð°Ð½Ð½ÑÐµ Ð¿Ð¾ ÑÐµÐ»ÐµÑÐ¾Ð½Ð½Ð¾Ð¼Ñ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ñ; 5) ÐÑÐ¾Ð¸Ð·Ð²ÐµÐ´ÐµÐ½Ð¾ Ð¿ÑÐ¾ÐµÐºÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸; 6) ÐÑÐ¾Ð¸Ð·Ð²ÐµÐ´ÐµÐ½Ð¾ Ð¿ÑÐ¾ÐµÐºÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¼Ð¾Ð´ÑÐ»Ñ Ð¿Ð¾ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ ÑÐµÐ»ÐµÑÐ¾Ð½Ð½Ð¾Ð³Ð¾ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ð°; 7) Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ñ ÐºÐ¾Ð¼Ð¿Ð¾Ð½ÐµÐ½ÑÑ Ð¼Ð¾Ð´ÑÐ»Ñ Ð¿Ð¾ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ ÑÐµÐ»ÐµÑÐ¾Ð½Ð½Ð¾Ð³Ð¾ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ð°; 8) Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»ÑÑÐºÐ¸Ð¹ Ð¸Ð½ÑÐµÑÑÐµÐ¹Ñ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¼Ð¾Ð´ÑÐ»Ñ; 9) ÐÐ±ÑÑÐµÐ½Ð° Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð°Ñ ÑÐµÑÑ, Ð¿ÑÐ¾ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¾ ÐºÐ°ÑÐµÑÑÐ²Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÐµ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÑ. ÐÐ¾Ð½ÐµÑÐ½ÑÐ¼ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð¼ ÑÐ°Ð±Ð¾ÑÑ ÑÑÐ°Ð» Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½ÑÐ¹ Ð¼Ð¾Ð´ÑÐ»Ñ Ñ Ð³ÑÐ°ÑÐ¸ÑÐµÑÐºÐ¸Ð¼ Ð¸Ð½ÑÐµÑÑÐµÐ¹ÑÐ¾Ð¼, Ð¸Ð½ÑÐµÐ³ÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐ¹ Ñ Ð¾Ð±ÑÑÐµÐ½Ð½Ð¾Ð¹ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÑÑ, ÑÐ¿Ð¾ÑÐ¾Ð±Ð½ÑÐ¹ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÑÐ¸ÑÐ¾Ð²Ð°ÑÑ ÑÐµÐ»ÐµÑÐ¾Ð½Ð½ÑÐµ Ð·Ð²Ð¾Ð½ÐºÐ¸ Ð½Ð° ÐºÐ°ÑÐµÐ³Ð¾ÑÐ¸Ð¸: Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ð¾, Ð½Ðµ Ð¼Ð¾ÑÐµÐ½Ð½Ð¸ÑÐµÑÑÐ²Ð¾ Ð¸ Ð½ÐµÐ´Ð¾ÑÑÐ°ÑÐ¾ÑÐ½Ð¾ Ð´Ð°Ð½Ð½ÑÑ.
description: The topic of the final qualifying work is Â«Development of an intelligent module based on a neural network for detecting fraudulent actionsÂ» This work is devoted to the development of an intelligent module for detecting telephone fraud. Tasks that were solved during the research: 1) The situation with telephone fraud in the Russian Federation was reviewed; 2) The existing software analogues for detecting telephone fraud are considered and analyzed; 3) The existing methods of phone fraud detection are considered and analyzed; 4) Phone fraud data has been prepared; 5) The neural network has been designed; 6) A software module for detecting telephone fraud has been designed; 7) The components of the telephone fraud detection module have been developed; 8) The user interface of the software module has been developed; 9) A neural network has been trained, the quality of training has been tested and the results have been analyzed. The end result of the work was a software module with a graphical interface integrated with a trained neural network, capable of classifying phone calls into categories: fraud, non-fraud and insufficient data.