ECM-EFS: An ensemble feature selection based on enhancedco-association matrix
Ting Wu,Yihang Hao,Bo Yang,Lizhi Peng*
In Pattern Recognition, 2023, accepted
2022
An Early Stage Convolutional Feature Extracting Method Using for Mining Traffic Detection
Peifa Sun,Mengda Lyu,Hui Li,Bo Yang,Lizhi Peng*
In Computer Communications, 2022, accepted
2021
Similarity-evaluation-based evolving of flexible neural trees for imbalanced classification
Min Qiu, Lizhi Peng*, Ying Pang,Bo Yang,Panpan Li
In Applied Soft Computing, 2021, accepted
Flexible Neural Tree Based on Similarity Evaluation with an Application in Video Traffic Identification
Min Qiu, Lizhi Peng*, Bo Yang,Lijuan Sun
In Journal of Computer Research and Development, 2021, accepted
2020
Gaussian Distribution based Oversampling for Imbalanced Data Classification
Yuxi Xie, Min Qiu, Haibo Zhang, Lizhi Peng*, Zhenxiang Chen
In IEEE Transactions on Knowledge and Data Engineering, 2020, accepted
2019
Ranking-based Biased Learning Swarm Optimizer for Large-Scale Optimization
Hanbo Deng, Lizhi Peng*, Haibo Zhang, Bo Yang, Zhenxiang Chen
In (Elsevier) Information Sciences, 493(16), pp. 120-137, 2019.
Generative Learning for Imbalanced Data Using the Gaussian Mixed Model
Yuxi Xie, Lizhi Peng*, Zhenxiang Chen, Bo Yang, Hongli Zhang
In (Elsevier) Applied Soft Computing, 79(6), pp. 439-451, 2019.
Imbalanced learning based on adaptive weighting and Gaussian function synthesizing with an application on Android malware detection
Ying Pang, Lizhi Peng*, Zhenxiang Chen, Bo Yang, Hongli Zhang
In (Elsevier) Information Sciences, 484(1), pp. 95-112, 2019. (SCI，IF: 4.305)
2017
A Fast Feature Weighting Algorithm of Data Gravitation Classification
Lizhi Peng, Hongli Zhang, Haibo Zhang, Bo Yang
In (Elsevier) Information Sciences, 375(1), pp. 54-78, 2017. (SCI，IF: 4.832)
Imbalanced traffic identification using an imbalanced data gravitation-based classification model, C
Lizhi Peng, Haibo Zhang, Yuehui Chen, Bo Yang
In Computer Communications 102(1), pp. 177–189, 2017. (SCI，IF: 3.338)
Flexible Neural Trees based Early Stage Identification for IP Traffic
Zhenxiang Chen, Lizhi Peng*, Chongzhi Gao, Bo Yang, Yuehui Chen, Jin Li
In (Springer) Soft Computing 21(8), pp. 2035–2046, 2017. (SCI，IF: 1.630)
2016
Effectiveness of Statistical Features for Early Stage Internet Traffic Identification
Lizhi Peng, Bo Yang, Yuehui Chen, and Zhenxiang Chen
In (Elsevier) Parallel Programming, 44(1), pp. 181-197, 2016. (SCI, IF:0.491)
2015
Effective Packet Number for Early Stage Internet Traffic Identification
Lizhi Peng, Bo Yang, and Yuehui Chen
In (Elsevier) Neurocomputing, 156, pp. 252-267, 2015. (SCI，IF: 2.005)
Early Stage Internet Traffic Identification Using Probabilistic Neural Networks
Lizhi Peng
In Computer and Communication Engineering, 4(6), pp. 417-425, 2015.
Previous
A New Approach for Imbalanced Data Classification Based on Data Gravitation
Lizhi Peng, Hongli Zhang, Bo Yang, Yuehui Chen
In (Elsevier) Information Sciences, 288(20), pp. 347-373, 2014. (SCI，IF: 3.893)
Tong Wu, Traffic Labeller: Collecting Internet Traffic Samples with Accurate Application Information
Lizhi Peng, Hongli Zhang, Bo Yang, Yuehui Chen
In China Communications, 11(1), pp. 69-78, 2014. (SCI，IF: 0.464)
A Parallel Evolving Algorithm for Flexible Neural Tree
Lizhi Peng, Bo Yang, Lei Zhang, Yuehui Chen
In (Elsevier) Parallel Computing, 37(10), pp. 653-666, 2011. (SCI，IF: 1.390)
Data Gravitation Based Classification
Lizhi Peng, Bo Yang, Yuehui Chen, Ajith Abraham
In (Elsevier) Information Sciences, 179(6), pp. 809-819, 2009. (SCI，IF: 3.643)
How Many Packets Are Most Effective for Early Stage Traffic Identification: An Experimental Study
Lizhi Peng, Bo Yang, Yuehui Chen, Tong Wu
In China Communications, 11(9), pp. 206-216, 2014. (SCI，IF: 0.464)
Conference Papers
2023
An Early Stage Identification of CryptominingBehavior with DNS Requests
Hui Li,Yihang Hao,Mengda Lv,Xiaojie Yu,Bo Yang,Lizhi Peng*
In International Conference on Advanced Data Mining and Applications, 2023, accepted
2023
A novel adaptive distribution distance-based
feature selection method for video traffic
identificationLicheng Zhang,Shuaili Liu,Qingsheng Yang,Zhongfeng Qu,Lizhi Peng*
In International Conference on Advanced Data Mining and Applications, 2023, accepted
2023
Live-Stream Identification Based on Reasoning Network with Core Traffic Set
Yingshuo Bao,Shuaili Liu,Zhongfeng Qu,Lizhi Peng*
In International Conference on Knowledge Science, Engineering and Management, 2023, accepted
2021
A Novel Feature Method for Fast Extraction of Mining Traffic
Peifa Sun,Shuaili Liu,Bo Yang,Lizhi Peng*
In IEEE International Conference on High Performance Computing and Communications, 2021, accepted
2016
SMOTE-DGC: An Imbalanced Learning Approach of Data Gravitation Based Classification
Lizhi Peng, Haibo Zhang, Bo Yang, Yuehui Chen, Xiaoqing Zhou
In Proceedings of the 12th International Conference on Intelligent Computing, pp. 133-144, 2016
An under-sampling imbalanced learning of data gravitation based classification
Lizhi Peng, Bo Yang, Yuehui Chen, Xiaoqing Zhou
In Proceedings of the 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery, pp. 13-15, 2016.
Early Stage Internet Traffic Identification Using Data Gravitation Based Classification
Lizhi Peng, Haibo Zhang, Bo Yang, Yuehui Chen, Xiaoqing Zhou
In Proceedings of the 14th IEEE International Conference on Pervasive Intelligence and Computing, pp. 1-8, 2016.
On the Effectiveness of Packet Sampling for Early Stage Traffic Identification
Lizhi Peng, Haibo Zhang, Bo Yang, Majing Su and Yuehui Chen
In Proceedings of the 2016 IEEE International Conference CyberPhysical and Social Computing (CPSCom), Chengdu, China, pp. 468-473, 2016.
On the Impact of Packet Inter Arrival Time for Early Stage Traffic Identification
Linlin Wang, Lizhi Peng, Majing Su and Xiaoqing Zhou
In Proceedings of the 2016 IEEE International Conference Cyber, Physical and Social Computing (CPSCom), Chengdu, China, pp. 510-515, 2016.
Previous
Feature Evaluation for Early Stage Internet Traffic Identification
Lizhi Peng, Hongli Zhang, Bo Yang, Yuehui Chen
In Proceedings of the 14th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP2014), pp. 511-525, 2014.
Hierarchical RBF Neural Network Using for Early Stage Internet Traffic Identification
Lizhi Peng, Bo Yang, and Yuehui Chen
2014 IEEE 17th International Conference on Computational Science and Engineering (CSE2014), pp. 1188-1195, 2014.
Mahmoud T. Qassrawi, Gang Lu, Traffic Identification Using Flexible Neural Trees
Lizhi Peng, Hongli Zhang, Bo Yang, Yuehui Chen
The 18th IEEE International Workshop on Quality of Service (IWQoS2010), 2010.06.13-15, Beijing, pp. 1-5.