학술논문

Mobile Network NPS Analysis Based on Machine Learning
Document Type
Conference
Source
2023 3rd International Conference on Intelligent Communications and Computing (ICC) Intelligent Communications and Computing (ICC), 2023 3rd International Conference on. :197-201 Nov, 2023
Subject
Communication, Networking and Broadcast Technologies
Computing and Processing
Signal Processing and Analysis
Surveys
Magnetization
Machine learning
Maintenance engineering
Telecommunications
Standards
Business
component
NPS
big data
artificial intelligence
network operation and maintenance
Language
Abstract
With the improvement of people's living standard and the development of network technology, people put forward higher and higher requirements for the network quality and service quality of operators. In recent years, the domestic telecom operation system began to investigate the customer loyalty of its key business with the help of NPS, but how to combine the NPS investigation to improve the short board of the business is still a difficult problem. This paper mainly takes the location information of users surveyed by NPS as the starting point, and the mobile services of operators as the research object, extracts the action track of users surveyed by NPS, frequently resides in the community and other information, and then analyzes the network KPI indicators of users, and finds out the corresponding relationship between NPS, network KPI and user characteristics through data analysis by big data and artificial intelligence technology. Then establish the NPS evaluation system, predict the potential NPS derogation of users, focus on the business shortcomings behind the NPS survey, so as to better promote business development and market construction.