title: ÐÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð´Ð»Ñ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ñ Ð³ÑÐ°ÑÐ¾Ð² Ð·Ð½Ð°Ð½Ð¸Ð¹ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ ÑÐ¿ÐµÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½ÑÑ Ð´Ð¾ÐºÑÐ¼ÐµÐ½ÑÐ¾Ð² Ð¿ÑÐ¾ÑÐ¾ÐºÐ¾Ð»Ð° SIP
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: Application of machine learning methods for building knowledge graphs based on the specification documents of the SIP protocol
Creators: name: ÐÐ±Ð¾ÑÐ¸Ð½, ÐÐ°Ð²ÐµÐ»
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: 2022
Subjects: ÐÑÐºÑÑÑÑÐ²ÐµÐ½Ð½ÑÐ¹ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑ
ÐÑÐ°ÑÐ¾Ð² ÑÐµÐ¾ÑÐ¸Ñ
ÐÐ°Ð·Ñ Ð´Ð°Ð½Ð½ÑÑ
ÐÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ ÑÐ·ÑÐºÐ¸
Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ°
Ð³ÑÐ°ÑÑ Ð·Ð½Ð°Ð½Ð¸Ð¹
Ð¿ÑÐ¾ÑÐ¾ÐºÐ¾Ð» SIP
natural language processing
knowledge graphs
SIP protocol

description: ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ° Ð´Ð»Ñ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ñ Ð³ÑÐ°ÑÐ° Ð·Ð½Ð°Ð½Ð¸Ð¹. Ð Ð½ÐµÐ¹ Ð½Ð° Ð¿ÑÐ¸Ð¼ÐµÑÐµ ÑÐ¿ÐµÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð¿ÑÐ¾ÑÐ¾ÐºÐ¾Ð»Ð° SIP Ð¸Ð·Ð»Ð¾Ð¶ÐµÐ½Ð° Ð¼ÐµÑÐ¾Ð´Ð¸ÐºÐ° Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ñ Ð³ÑÐ°ÑÐ° Ð·Ð½Ð°Ð½Ð¸Ð¹ Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐºÐ¸ spaCy. ÐÑÐ¾Ð²ÐµÐ´ÐµÐ½ Ð°Ð½Ð°Ð»Ð¸Ð· Ð±Ð°Ð· Ð´Ð°Ð½Ð½ÑÑ, Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÐ¼ÑÑ Ð´Ð»Ñ ÑÑÐ°Ð½ÐµÐ½Ð¸Ñ Ð³ÑÐ°ÑÐ¾Ð²ÑÑ ÑÑÑÑÐºÑÑÑ. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ñ ÑÑÐµÐ´ÑÐ²Ð° ÑÐ±Ð¾ÑÐ° Ð¸ Ð¿ÐµÑÐ²Ð¸ÑÐ½Ð¾Ð¹ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ ÑÐµÐºÑÑÐ¾Ð²ÑÑ Ð´Ð¾ÐºÑÐ¼ÐµÐ½ÑÐ¾Ð² RFC, ÑÐ¿ÑÐ¾ÐµÐºÑÐ¸ÑÐ¾Ð²Ð°Ð½ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼ NLP-Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð´Ð»Ñ Ð²ÑÐ´ÐµÐ»ÐµÐ½Ð¸Ñ ÑÑÐ¸Ð¿Ð»ÐµÑÐ¾Ð² ÑÑÐ±ÑÐµÐºÑ-Ð¿ÑÐµÐ´Ð¸ÐºÐ°Ñ-Ð¾Ð±ÑÐµÐºÑ, Ð° ÑÐ°ÐºÐ¶Ðµ ÑÐ¾Ð·Ð´Ð°Ð½Ñ ÑÑÐ¸Ð»Ð¸ÑÑ Ð´Ð»Ñ Ð¸Ñ ÑÑÐ°Ð½ÐµÐ½Ð¸Ñ Ð² Ð±Ð°Ð·Ðµ Ð´Ð°Ð½Ð½ÑÑ Neo4j. ÐÐ° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½Ð¾Ð³Ð¾ Ð³ÑÐ°ÑÐ° Ð·Ð½Ð°Ð½Ð¸Ð¹ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð° Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ¸ÑÑÐµÐ¼Ð° Ð´Ð»Ñ ÑÑÐµÐ½Ð¸Ñ RFC\,3261 Ñ ÑÑÐ½ÐºÑÐ¸ÐµÐ¹ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¿Ð¾Ð¸ÑÐºÐ°. ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ° Ð´Ð»Ñ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ñ Ð³ÑÐ°ÑÐ° Ð·Ð½Ð°Ð½Ð¸Ð¹. Ð Ð½ÐµÐ¹ Ð½Ð° Ð¿ÑÐ¸Ð¼ÐµÑÐµ ÑÐ¿ÐµÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð¿ÑÐ¾ÑÐ¾ÐºÐ¾Ð»Ð° SIP Ð¸Ð·Ð»Ð¾Ð¶ÐµÐ½Ð° Ð¼ÐµÑÐ¾Ð´Ð¸ÐºÐ° Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ñ Ð³ÑÐ°ÑÐ° Ð·Ð½Ð°Ð½Ð¸Ð¹ Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐºÐ¸ spaCy. ÐÑÐ¾Ð²ÐµÐ´ÐµÐ½ Ð°Ð½Ð°Ð»Ð¸Ð· Ð±Ð°Ð· Ð´Ð°Ð½Ð½ÑÑ, Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÐ¼ÑÑ Ð´Ð»Ñ ÑÑÐ°Ð½ÐµÐ½Ð¸Ñ Ð³ÑÐ°ÑÐ¾Ð²ÑÑ ÑÑÑÑÐºÑÑÑ. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ñ ÑÑÐµÐ´ÑÐ²Ð° ÑÐ±Ð¾ÑÐ° Ð¸ Ð¿ÐµÑÐ²Ð¸ÑÐ½Ð¾Ð¹ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ ÑÐµÐºÑÑÐ¾Ð²ÑÑ Ð´Ð¾ÐºÑÐ¼ÐµÐ½ÑÐ¾Ð² RFC, ÑÐ¿ÑÐ¾ÐµÐºÑÐ¸ÑÐ¾Ð²Ð°Ð½ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼ NLP-Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð´Ð»Ñ Ð²ÑÐ´ÐµÐ»ÐµÐ½Ð¸Ñ ÑÑÐ¸Ð¿Ð»ÐµÑÐ¾Ð² ÑÑÐ±ÑÐµÐºÑ-Ð¿ÑÐµÐ´Ð¸ÐºÐ°Ñ-Ð¾Ð±ÑÐµÐºÑ, Ð° ÑÐ°ÐºÐ¶Ðµ ÑÐ¾Ð·Ð´Ð°Ð½Ñ ÑÑÐ¸Ð»Ð¸ÑÑ Ð´Ð»Ñ Ð¸Ñ ÑÑÐ°Ð½ÐµÐ½Ð¸Ñ Ð² Ð±Ð°Ð·Ðµ Ð´Ð°Ð½Ð½ÑÑ Neo4j. ÐÐ° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½Ð¾Ð³Ð¾ Ð³ÑÐ°ÑÐ° Ð·Ð½Ð°Ð½Ð¸Ð¹ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð° Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ¸ÑÑÐµÐ¼Ð° Ð´Ð»Ñ ÑÑÐµÐ½Ð¸Ñ RFC\,3261 Ñ ÑÑÐ½ÐºÑÐ¸ÐµÐ¹ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¿Ð¾Ð¸ÑÐºÐ°.
description: This work is devoted to the application of natural language processing methods for constructing a knowledge graph. Using the SIP protocol specification as an example, it describes a method for constructing a knowledge graph using the spaCy library. The analysis of databases used for storing graph structures is carried out. RFC text document collection and primary processing environments have been developed, an NLP processing algorithm has been designed to isolate subject-predicate-object triplets, and utilities have been created for storing them in the Neo4j database. Based on the obtained knowledge graph, an information system for reading RFC\,3261 with an intelligent search function has been developed. This work is devoted to the application of natural language processing methods for constructing a knowledge graph. Using the SIP protocol specification as an example, it describes a method for constructing a knowledge graph using the spaCy library. The analysis of databases used for storing graph structures is carried out. RFC text document collection and primary processing environments have been developed, an NLP processing algorithm has been designed to isolate subject-predicate-object triplets, and utilities have been created to store them in the Neo4j database. Based on the obtained knowledge graph, an information system for reading RFC\,3261 with an intelligent search function has been developed.