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<!DOCTYPE HTML>
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<h2>Publications</h2>
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<h2>Journal Papers</h2>
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<p>
<p>2021</p>
<ul>
<li>Similarity-evaluation-based evolving of flexible neural trees for imbalanced classification</br>
Min Qiu, <strong>Lizhi Peng*</strong>, Ying Pang,Bo Yang,Panpan Li</br>
In Applied Soft Computing, 2021, accepted</li>
</ul>
<ul>
<li>Flexible Neural Tree Based on Similarity Evaluation with an Application in Video Traffic Identification</br>
Min Qiu, <strong>Lizhi Peng*</strong>, Bo Yang,Lijuan Sun</br>
In Journal of Computer Research and Development, 2021, accepted</li>
</ul>
<p>2020</p>
<ul>
<li>Gaussian Distribution based Oversampling for Imbalanced Data Classification</br>
Yuxi Xie, Min Qiu, Haibo Zhang, <strong>Lizhi Peng*</strong>, Zhenxiang Chen</br>
In IEEE Transactions on Knowledge and Data Engineering, 2020, accepted</li>
</ul>
<p>2019</p>
<ul>
<li>Ranking-based Biased Learning Swarm Optimizer for Large-Scale Optimization</br>
Hanbo Deng, <strong>Lizhi Peng*</strong>, Haibo Zhang, Bo Yang, Zhenxiang Chen</br>
In (Elsevier) Information Sciences, 493(16), pp. 120-137, 2019.</li>
<li>Generative Learning for Imbalanced Data Using the Gaussian Mixed Model</br>
Yuxi Xie, <strong>Lizhi Peng*</strong>, Zhenxiang Chen, Bo Yang, Hongli Zhang</br>
In (Elsevier) Applied Soft Computing, 79(6), pp. 439-451, 2019.</li>
<li>Imbalanced learning based on adaptive weighting and Gaussian function synthesizing with an application on Android malware detection</br>
Ying Pang, <strong>Lizhi Peng*</strong>, Zhenxiang Chen, Bo Yang, Hongli Zhang</br>
In (Elsevier) Information Sciences, 484(1), pp. 95-112, 2019. (SCI，IF: 4.305)</li>
</ul>
<p>2017</p>
<ul>
<li> A Fast Feature Weighting Algorithm of Data Gravitation Classification</br>
<strong>Lizhi Peng</strong>, Hongli Zhang, Haibo Zhang, Bo Yang</br>
In (Elsevier) Information Sciences, 375(1), pp. 54-78, 2017. (SCI，IF: 4.832)</li>
<li> Imbalanced traffic identification using an imbalanced data gravitation-based classification model, C</br>
<strong>Lizhi Peng</strong>, Haibo Zhang, Yuehui Chen, Bo Yang</br>
In Computer Communications 102(1), pp. 177–189, 2017. (SCI，IF: 3.338)</li>
<li> Flexible Neural Trees based Early Stage Identification for IP Traffic</br>
Zhenxiang Chen, <strong>Lizhi Peng*</strong>, Chongzhi Gao, Bo Yang, Yuehui Chen, Jin Li</br>
In (Springer) Soft Computing 21(8), pp. 2035–2046, 2017. (SCI，IF: 1.630)</li>
</ul>
<p>2016</p>
<ul>
<li> Effectiveness of Statistical Features for Early Stage Internet Traffic Identification</br>
<strong>Lizhi Peng</strong>, Bo Yang, Yuehui Chen, and Zhenxiang Chen</br>
In (Elsevier) Parallel Programming, 44(1), pp. 181-197, 2016. (SCI, IF:0.491)</li>
</ul>
<p>2015</p>
<ul>
<li>Effective Packet Number for Early Stage Internet Traffic Identification</br>
<strong>Lizhi Peng</strong>, Bo Yang, and Yuehui Chen</br>
In (Elsevier) Neurocomputing, 156, pp. 252-267, 2015. (SCI，IF: 2.005)</li>
<li> Early Stage Internet Traffic Identification Using Probabilistic Neural Networks </br>
<strong>Lizhi Peng</strong> </br>
In Computer and Communication Engineering, 4(6), pp. 417-425, 2015.</li>
</ul>
<p>Previous</p>
<ul>
<li>A New Approach for Imbalanced Data Classification Based on Data Gravitation</br>
<strong>Lizhi Peng</strong>, Hongli Zhang, Bo Yang, Yuehui Chen</br>
In (Elsevier) Information Sciences, 288(20), pp. 347-373, 2014. (SCI，IF: 3.893)</li>
<li>Tong Wu, Traffic Labeller: Collecting Internet Traffic Samples with Accurate Application Information</br>
<strong>Lizhi Peng</strong>, Hongli Zhang, Bo Yang, Yuehui Chen</br>
In China Communications, 11(1), pp. 69-78, 2014. (SCI，IF: 0.464)</li>
<li>A Parallel Evolving Algorithm for Flexible Neural Tree</br>
<strong>Lizhi Peng</strong>, Bo Yang, Lei Zhang, Yuehui Chen</br>
In (Elsevier) Parallel Computing, 37(10), pp. 653-666, 2011. (SCI，IF: 1.390)</li>
<li>Data Gravitation Based Classification</br>
<strong>Lizhi Peng</strong>, Bo Yang, Yuehui Chen, Ajith Abraham</br>
In (Elsevier) Information Sciences, 179(6), pp. 809-819, 2009. (SCI，IF: 3.643)</li>
<li> How Many Packets Are Most Effective for Early Stage Traffic Identification: An Experimental Study</br>
<strong>Lizhi Peng</strong>, Bo Yang, Yuehui Chen, Tong Wu</br>
In China Communications, 11(9), pp. 206-216, 2014. (SCI，IF: 0.464)</li>
</ul>
</p>
</div>
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</br>
</br>
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<h2>Conference Papers</h2>
</div>
</div>
<p>
<p>2016</p>
<ul>
<li>SMOTE-DGC: An Imbalanced Learning Approach of Data Gravitation Based Classification</br>
<strong>Lizhi Peng</strong>, Haibo Zhang, Bo Yang, Yuehui Chen, Xiaoqing Zhou</br>
In Proceedings of the 12th International Conference on Intelligent Computing, pp. 133-144, 2016</li>
<li>An under-sampling imbalanced learning of data gravitation based classification</br>
<strong>Lizhi Peng</strong>, Bo Yang, Yuehui Chen, Xiaoqing Zhou</br>
In Proceedings of the 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery, pp. 13-15, 2016.</li>
<li>Early Stage Internet Traffic Identification Using Data Gravitation Based Classification</br>
<strong>Lizhi Peng</strong>, Haibo Zhang, Bo Yang, Yuehui Chen, Xiaoqing Zhou</br>
In Proceedings of the 14th IEEE International Conference on Pervasive Intelligence and Computing, pp. 1-8, 2016.</li>
<li>On the Effectiveness of Packet Sampling for Early Stage Traffic Identification</br>
<strong>Lizhi Peng</strong>, Haibo Zhang, Bo Yang, Majing Su and Yuehui Chen</br>
In Proceedings of the 2016 IEEE International Conference CyberPhysical and Social Computing (CPSCom), Chengdu, China, pp. 468-473, 2016.</li>
<li>On the Impact of Packet Inter Arrival Time for Early Stage Traffic Identification</br>
Linlin Wang, <strong>Lizhi Peng</strong>, Majing Su and Xiaoqing Zhou </br>
In Proceedings of the 2016 IEEE International Conference Cyber, Physical and Social Computing (CPSCom), Chengdu, China, pp. 510-515, 2016.</li>
</ul>
<p>Previous</p>
<ul>
<li>Feature Evaluation for Early Stage Internet Traffic Identification</br>
<strong>Lizhi Peng</strong>, Hongli Zhang, Bo Yang, Yuehui Chen</br>
In Proceedings of the 14th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP2014), pp. 511-525, 2014.</li>
<li>Hierarchical RBF Neural Network Using for Early Stage Internet Traffic Identification</br>
<strong>Lizhi Peng</strong>, Bo Yang, and Yuehui Chen</br>
2014 IEEE 17th International Conference on Computational Science and Engineering (CSE2014), pp. 1188-1195, 2014.</li>
<li>Mahmoud T. Qassrawi, Gang Lu, Traffic Identification Using Flexible Neural Trees</br>
<strong>Lizhi Peng</strong>, Hongli Zhang, Bo Yang, Yuehui Chen</br>
The 18th IEEE International Workshop on Quality of Service (IWQoS2010), 2010.06.13-15, Beijing, pp. 1-5.</li>
</ul>
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