Research on mobile traffic data augmentation methods based on SA-ACGAN-GN
With the rapid development and application of the mobile Internet, it is necessary to analyze and classify mobile traffic to meet the needs of users. Due to the difficulty in collecting some application data, the mobile traffic data presents a long-tailed distribution, resulting in a decrease in cla...
Main Authors: | Xingyu Gong, Ling Jia, Na Li |
---|---|
Format: | Article |
Language: | English |
Published: |
AIMS Press
2022-08-01
|
Series: | Mathematical Biosciences and Engineering |
Subjects: | |
Online Access: | https://www.aimspress.com/article/doi/10.3934/mbe.2022536?viewType=HTML |
Similar Items
-
Research on Fatigue Driving Detection Technology Based on CA-ACGAN
by: Han Ye, et al.
Published: (2024-04-01) -
The Novel Sensor Network Structure for Classification Processing Based on the Machine Learning Method of the ACGAN
by: Yuantao Chen, et al.
Published: (2019-07-01) -
Data Augmentation-Based Enhancement for Efficient Network Traffic Classification
by: Chang-Yui Shin, et al.
Published: (2025-01-01) -
Time Series Data Generation Method with High Reliability Based on ACGAN
by: Fang Liu, et al.
Published: (2025-01-01) -
State Transition Graph-Based Spatial–Temporal Attention Network for Cell-Level Mobile Traffic Prediction
by: Jianrun Shi, et al.
Published: (2023-11-01)