title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐ¸ÑÑÐµÐ¼Ñ Ð´Ð»Ñ ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ð¸ Ð°Ð±Ð¾Ð½ÐµÐ½ÑÐ¾Ð² ÑÐ¾ÑÐ¾Ð²Ð¾Ð¹ ÑÐ²ÑÐ·Ð¸ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð±Ð¸Ð»Ð»Ð¸Ð½Ð³Ð¾Ð²ÑÑ Ð´Ð°Ð½Ð½Ñ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
Creators: name: Ð Ð¾Ð¼Ð°Ð½Ð¾Ð², ÐÐ»ÐµÐºÑÐµÐ¹
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: 2019
Subjects: ÐÐ°Ð·Ñ Ð´Ð°Ð½Ð½ÑÑ
ÐÐµÑÐ¿ÑÐ¾Ð²Ð¾Ð´Ð½Ð°Ñ ÑÐ²ÑÐ·Ñ
Ð¢ÐµÐ»ÐµÑÐ¾Ð½Ð½Ð°Ñ ÑÐ²ÑÐ·Ñ
Ð¡Ð¿ÐµÐºÑÑÐ°Ð»ÑÐ½ÑÐ¹ Ð°Ð½Ð°Ð»Ð¸Ð·
Ð ÑÐ´Ñ (Ð¼Ð°Ñ.) Ð²ÑÐµÐ¼ÐµÐ½Ð½ÑÐµ
Ð±Ð¸Ð»Ð»Ð¸Ð½Ð³
Ð¸ÐµÑÐ°ÑÑ Ð¸ÑÐµÑÐºÐ°Ñ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ñ

description: ÐÑ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° ÑÐ¾Ð´ÐµÑÐ¶Ð¸Ñ 144 Ñ., 32 ÑÐ¸Ñ., 1 ÑÐ°Ð±Ð»., 25 Ð¸ÑÑÐ¾ÑÐ½Ð¸ÐºÐ¾Ð², 7 Ð¿ÑÐ¸Ð».
Ð¢ÐµÐ¼Ð°: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐ¸ÑÑÐµÐ¼Ñ Ð´Ð»Ñ ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ð¸ Ð°Ð±Ð¾Ð½ÐµÐ½ÑÐ¾Ð² ÑÐ¾ÑÐ¾Ð²Ð¾Ð¹ ÑÐ²ÑÐ·Ð¸ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð±Ð¸Ð»Ð»Ð¸Ð½Ð³Ð¾Ð²ÑÑ Ð´Ð°Ð½Ð½ÑÑ.
ÐÐ»ÑÑÐµÐ²ÑÐµ ÑÐ»Ð¾Ð²Ð°: Ð°Ð½Ð°Ð»Ð¸Ð· Ð´Ð°Ð½Ð½ÑÑ, ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ñ Ð°Ð±Ð¾Ð½ÐµÐ½ÑÐ¾Ð², Ð±Ð¸Ð»Ð»Ð¸Ð½Ð³, Ð²ÑÐµÐ¼ÐµÐ½Ð½ÑÐµ ÑÑÐ´Ñ, Ð¸ÐµÑÐ°ÑÑÐ¸ÑÐµÑÐºÐ°Ñ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ñ, ÑÐ¿ÐµÐºÑÑÐ°Ð»ÑÐ½ÑÐ¹ Ð°Ð½Ð°Ð»Ð¸Ð·, Ð³ÑÐ°ÑÐ¾Ð²ÑÐµ Ð²ÑÑÐ¸ÑÐ»ÐµÐ½Ð¸Ñ.
ÐÐ±ÑÐµÐºÑÐ¾Ð¼ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð² Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÐµ Ð²ÑÑÑÑÐ¿Ð°ÐµÑ Ð°Ð±Ð¾Ð½ÐµÐ½ÑÑÐºÐ°Ñ Ð±Ð°Ð·Ð° Ð¾Ð¿ÐµÑÐ°ÑÐ¾ÑÐ¾Ð² ÑÐ¾ÑÐ¾Ð²Ð¾Ð¹ ÑÐ²ÑÐ·Ð¸.
Ð¦ÐµÐ»Ñ ÑÐ°Ð±Ð¾ÑÑ - ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°ÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ Ð´Ð»Ñ ÑÐµÑÐµÐ½Ð¸Ñ Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼Ñ ÑÐµÐ³Ð¼ÐµÐ½ÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð°Ð±Ð¾Ð½ÐµÐ½ÑÑÐºÐ¾Ð¹ Ð±Ð°Ð·Ñ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð±Ð¸Ð»Ð»Ð¸Ð½Ð³Ð¾Ð²ÑÑ Ð´Ð°Ð½Ð½ÑÑ.
Ð Ð¿ÑÐ¾ÑÐµÑÑÐµ ÑÐ°Ð±Ð¾ÑÑ Ð¿ÑÐ¾Ð²Ð¾Ð´Ð¸Ð»Ð¸ÑÑ ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½ÑÐ°Ð»ÑÐ½ÑÐµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ð¸ Ð°Ð±Ð¾Ð½ÐµÐ½ÑÐ¾Ð² ÑÐ¾ÑÐ¾Ð²Ð¾Ð¹ ÑÐ²ÑÐ·Ð¸ Ð¿Ð¾ ÑÐ°ÑÐ°ÐºÑÐµÑÐ¸ÑÑÐ¸ÐºÐ°Ð¼ ÑÐ°ÑÑÑÐ¸ÑÑÐ²Ð°ÐµÐ¼ÑÑ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð±Ð»Ð»Ð¸Ð½Ð³Ð¾Ð²ÑÑ Ð´Ð°Ð½Ð½ÑÑ.
Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð±ÑÐ»Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð° Ð¼ÐµÑÐ¾Ð´Ð¸ÐºÐ° ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ð¸ Ð°Ð±Ð¾Ð½ÐµÐ½ÑÐ¾Ð² ÑÐ¾ÑÐ¾Ð²Ð¾Ð¹ ÑÐ²ÑÐ·Ð¸ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¸ÐµÑÐ°ÑÑÐ¸ÑÐµÑÐºÐ¾Ð¹ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð¿Ð¾ Ð¿Ð°ÑÐ°Ð¼ÐµÑÑÐ°Ð¼ ÑÐ¿ÐµÐºÑÑÐ¾Ð² Ð¼Ð¾ÑÐ½Ð¾ÑÑÐ¸ ÑÐ°ÑÐ°ÐºÑÐµÑÐ¸ÑÑÐ¸ÑÐµÑÐºÐ¸Ñ Ð²ÑÐµÐ¼ÐµÐ½Ð½ÑÑ ÑÑÐ´Ð¾Ð², ÑÐ°ÑÑÑÐ¸ÑÑÐ²Ð°ÐµÐ¼ÑÑ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð±Ð¸Ð»Ð»Ð¸Ð½Ð³Ð¾Ð²ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð°Ð±Ð¾Ð½ÐµÐ½ÑÐ¾Ð².
ÐÐ° Ð¾ÑÐ½Ð¾Ð²Ðµ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½Ð¾Ð¹ Ð¼ÐµÑÐ¾Ð´Ð¸ÐºÐ¸ Ð±ÑÐ»Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð° ÑÐ¸ÑÑÐµÐ¼Ð° Ð´Ð»Ñ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ñ ÑÐ°ÑÑÐµÑÐ¾Ð² ÑÐ°ÑÐ°ÐºÑÐµÑÐ¸ÑÑÐ¸Ðº Ð¸ ÐºÐ»Ð°ÑÑÐµÑÐ¸Ð·Ð°ÑÐ¸Ð¸.
description: Masterâs thesis contains 144 p., 32 pic., 1 tab., 25 sources, 7 adj.
Subject: Development of a system for the segmentation of cellular subscribers based on billing data. 
Keywords: data analysis, subscriber segmentation, billing, time series, hierarchical clustering, spectral analysis, graph computing.
The object of research in this work is the subscriber base of cellular operators.
The purpose of the work is to develop a system for solving the problem of subscriber base segmentation based on billing data.
In the course of the work, experimental studies of cellular subscriber segmentation were carried out according to the characteristics calculated on the basis of blling data.
As a result of the study, a method was developed for cellular subscriber segmentation based on hierarchical clustering according to the parameters of the power spectra of characteristic time series calculated on the basis of subscriber billing data.
Based on the developed methodology, a system was developed for performing performance calculations and clustering.