title: ÐÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¿ÑÐµÐ²Ð´Ð¾Ð°Ð½Ð¾Ð½Ð¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð´Ð»Ñ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÑÐµÐ°Ð»Ð¸ÑÑÐ¸ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð² honeypot-ÑÐ¸ÑÑÐµÐ¼Ð°Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° ÑÐ¿ÐµÑÐ¸Ð°Ð»Ð¸ÑÑÐ°
titleType: Subtitle
title: The use of pseudonymization methods to generate realistic data in honeypot systems
Creators: name: Ð¤ÐµÐ´Ð¾ÑÐ¾Ð², ÐÐ¼Ð¸ÑÑÐ¸Ð¹
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¿ÑÐµÐ²Ð´Ð¾Ð°Ð½Ð¾Ð½Ð¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ñ
honeypot
Ð¸Ð½Ð´Ð¸ÐºÐ°ÑÐ¾ÑÑ
ÑÐµÐ°Ð»Ð¸ÑÑÐ¸ÑÐ½Ð¾ÑÑÑ
Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ñ
Ð¿ÐµÑÑÐ¾Ð½Ð°Ð»ÑÐ½ÑÐµ Ð´Ð°Ð½Ð½ÑÐµ
Ð±Ð°Ð·Ð° Ð´Ð°Ð½Ð½ÑÑ
pseudonymization
indicators
realism
generation
personal data
database

description: Ð¦ÐµÐ»ÑÑ ÑÐ°Ð±Ð¾ÑÑ ÑÐ²Ð»ÑÐµÑÑÑ ÑÐ¾Ð²ÐµÑÑÐµÐ½ÑÑÐ²Ð¾Ð²Ð°Ð½Ð¸Ðµ ÑÐ¸ÑÑÐµÐ¼ Ð·Ð°ÑÐ¸ÑÑ Ð¾Ñ ÑÑÐµÑÐµÐº ÐºÐ¾Ð½ÑÐ¸Ð´ÐµÐ½ÑÐ¸Ð°Ð»ÑÐ½Ð¾Ð¹ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¿ÑÐµÐ²Ð´Ð¾Ð°Ð½Ð¾Ð½Ð¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ð¸ Ñ ÑÐ¾ÑÑÐ°Ð½ÐµÐ½Ð¸ÐµÐ¼ ÑÐµÐ°Ð»Ð¸ÑÑÐ¸ÑÐ½Ð¾ÑÑÐ¸ Ð´Ð»Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ Ð² honeypot-ÑÐ¸ÑÑÐµÐ¼Ð°Ñ. ÐÑÐµÐ´Ð¼ÐµÑÐ¾Ð¼ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ²Ð»ÑÑÑÑÑ ÑÐ¾Ð²ÑÐµÐ¼ÐµÐ½Ð½ÑÐµ Ð¼ÐµÑÐ¾Ð´Ñ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÑÐµÐ°Ð»Ð¸ÑÑÐ¸ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ. ÐÐ°Ð´Ð°ÑÐ¸, ÑÐµÑÐ°ÐµÐ¼ÑÐµ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: 1. ÐÐ½Ð°Ð»Ð¸Ð· ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ñ ÑÐ¸Ð¿Ð¾Ð² honeypot-ÑÐ¸ÑÑÐµÐ¼ Ð¸ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÐ¼ÑÑ Ð² Ð½Ð¸Ñ Ð´Ð°Ð½Ð½ÑÑ. 2. Ð¤Ð¾ÑÐ¼ÑÐ»Ð¸ÑÐ¾Ð²ÐºÐ° ÐºÑÐ¸ÑÐµÑÐ¸ÐµÐ² Ð¸ Ð²Ð²Ð¾Ð´ Ð¼ÐµÑÑÐ¸Ðº ÑÐµÐ°Ð»Ð¸ÑÑÐ¸ÑÐ½Ð¾ÑÑÐ¸ Ð´Ð°Ð½Ð½ÑÑ. 3. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¼ÐµÑÐ¾Ð´Ð¸ÐºÐ¸ Ð¿ÑÐµÐ²Ð´Ð¾Ð°Ð½Ð¾Ð½Ð¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð´Ð»Ñ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÑÐµÐ°Ð»Ð¸ÑÑÐ¸ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð¸ Ð¸Ñ Ð´Ð°Ð»ÑÐ½ÐµÐ¹ÑÐµÐ³Ð¾ Ð¿ÑÐ¸Ð¼ÐµÂ¬Ð½ÐµÐ½Ð¸Ñ Ð² honeypot-ÑÐ¸ÑÑÐµÐ¼Ð°Ñ. 4. Ð ÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿Ð° honeypot-ÑÐ¸ÑÑÐµÐ¼Ñ c Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð¼ÐµÑÐ¾Ð´Ð¸ÐºÐ¸ Ð¿ÑÐµÐ²Ð´Ð¾Ð°Ð½Ð¾Ð½Ð¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ð¸. Ð ÑÐ¾Ð´Ðµ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ»Ð¸ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ñ Ð¾ÑÐ½Ð¾Ð²Ð½ÑÐµ Ð¿Ð¾Ð´ÑÐ¾Ð´Ñ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÑÐµÐ°Ð»Ð¸ÑÑÐ¸ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ ÑÐ°Ð½Ð¸Ð¿Ð¾Ñ ÑÐ¸ÑÑÐµÐ¼, ÑÐ°ÐºÐ¸Ðµ ÐºÐ°Ðº: Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ, Ð°Ð½Ð¾Ð½Ð¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ñ Ð¸ Ð¿ÑÐµÐ²Ð´Ð¾Ð°Ð½Ð¾Ð½Ð¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ñ. ÐÑÐ»Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ ÑÐ¾Ð²ÑÐµÐ¼ÐµÐ½Ð½ÑÐµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð² Ð¾Ð±Ð»Ð°ÑÑÐ¸ ÑÐ°Ð·Ð¾Ð±Ð»Ð°ÑÐµÐ½Ð¸Ñ honeypot-ÑÐ¸ÑÑÐµÐ¼. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ñ ÑÐ°Ð±Ð¾ÑÑ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ñ ÑÐ¸Ð¿Ñ honeypot-ÑÐ¸ÑÑÐµÐ¼ Ð¸ Ð¸Ð½Ð´Ð¸ÐºÐ°ÑÐ¾ÑÑ, Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÑÑÐ¸Ðµ Ð¸Ñ ÑÐ°Ð·Ð¾Ð±Ð»Ð°ÑÐ¸ÑÑ. ÐÑÐµÐ´Ð»Ð¾Ð¶ÐµÐ½Ñ Ð¿Ð¾Ð´ÑÐ¾Ð´Ñ Ð´Ð»Ñ Ð¿Ð¾Ð²ÑÑÐµÐ½Ð¸Ñ Ð¸Ñ ÑÐµÐ°Ð»Ð¸ÑÑÐ¸ÑÐ½Ð¾ÑÑÐ¸, Ð²ÐºÐ»ÑÑÐ°Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ðµ ÑÐµÐ°Ð»Ð¸ÑÑÐ¸ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ, Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÑ Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½Ð¾Ð¹ Ð¼ÐµÑÐ¾Ð´Ð¸ÐºÐ¸ Ð¿ÑÐµÐ²Ð´Ð¾Ð°Ð½Ð¾Ð½Ð¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ð¸. Ð ÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½Ð° honeypot-ÑÐ¸ÑÑÐµÐ¼Ð° Ñ Ð¾ÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð´ÐµÐ¹ÑÑÐ²Ð¸Ð¹ Ð·Ð»Ð¾ÑÐ¼ÑÑÐ»ÐµÐ½Ð½Ð¸ÐºÐ¾Ð² Ð¸ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð´Ð°Ð½Ð½Ð¾Ð¹ Ð¼ÐµÑÐ¾Ð´Ð¸ÐºÐ¸.
description: The purpose of the study is to improve systems for protecting against confidential information leaks through pseudonymization methods that preserve data realism for use in honeypot systems. The subject of the work is modern methods of generating realistic data. The research set the following goals: 1. Analysis of existing types of honeypot systems and the data used in them. 2. Formulation of criteria and introducing metrics for data realism. 3. Developing a pseudonymization methodology for generating realistic data and applying it in honeypot systems. 4. Implementing a honeypot system prototype utilizing the pseudonymization methodology. During the work data generation methods for honeypot systems were investigated in the context of realism, such as machine learning, anonymization, and pseudonymization. Modern research in the field of exposing honeypot systems was analyzed. The work resulted in identifying the types of honeypot systems and the indicators that can expose them. Approaches are proposed to increase their realism, including the use of realistic data obtained using the developed pseudonymization technique. Implemented a honeypot system with tracking the actions of intruders and using this technique. The developed methodology can be used by information security specialists as a basis for designing advanced honeypot systems.