研究方向

统计机器学习以及应用，其中包含机器学习、模式分类、图像理解、自然语言处理技术与生物信息学。

承担项目

辽宁省教育厅一般项目，《基于深度学习的遥感图像目标识别技术研究》，2014/07-2017/10。
辽宁省博士启动基金，《无人机遥感多源时序图像异常检测方法研究》，2012/10-2015/09。

发表论文

模式识别与图像分类：

张德园,常云翔,张利国,石祥滨.SAT-CNN:基于卷积神经网络的遥感图像分类算法[J].小型微型计算机系统,2018,39(04):859-864.

Deyuan Zhang, Bingquan Liu, Chengjie Sun, Xiaolong Wang: Random Sampling Image to Class Distance for Photo Annotation. CLEF (Notebook Papers/LABs/Workshops) 2010

Deyuan Zhang, Xiaolong Wang, Bingquan Liu: Learning the Kernel Combination for Object Categorization. ICPR 2010: 2929-2932

Deyuan Zhang, Bingquan Liu, Chengjie Sun, Xiaolong Wang: Making Image to Class Distance Comparable. ICONIP (2) 2011: 671-680
Deyuan Zhang, Bingquan Liu, Chengjie Sun, Xiaolong Wang: Learning to Combine Kernels for Object Categorization. Computer and Information Science 4(3): 116-124 (2011)
Deyuan Zhang, Bingquan Liu, Chengjie Sun, Xiaolong Wang: Learning the Classifier Combination for Image Classification. JCP 6(8): 1756-1763 (2011)

生物信息学：
Bin Liu, Deyuan Zhang, Ruifeng Xu, Jinghao Xu, Xiaolong Wang, Qingcai Chen, Qiwen Dong, Kuo-Chen Chou. Combining evolutionary information extracted from frequency profiles with sequence-based kernels for protein remote homology detection, Bioinformatics, 2014, 30(4): 472-479.  ESI高被引论文

Bin Liu, Hao Wu, Deyuan Zhang, Xiaolong Wang, and Kuo-Chen. Chou*. Pse-Analysis: a python package for DNA/RNA and protein/ peptide sequence analysis based on pseudo components and kernel methods. Oncotarget, 2017, 8(8): 13338-13343.  ESI高被引论文


自然语言处理：

Guangyu Chen, Tao Liu, Deyuan Zhang*, Bo Yu, Baoxun Wang. Complex Named Entity Recognition via Deep Multi-task Learning from Scratch. In: Zhang M., Ng V., Zhao D., Li S., Zan H. (eds) Natural Language Processing and Chinese Computing. NLPCC 2018. Lecture Notes in Computer Science, vol 11108, 221-233. Hohhot, 26-30 August, 2018.

Bofang Li, Tao Liu, Xiaoyong Du, Deyuan Zhang, Zhe Zhao: Learning Document Embeddings by Predicting N-grams for Sentiment Classification of Long Movie Reviews, ICLR workshop, 2016

Baoxun Wang, Bingquan Liu, Chengjie Sun, Xiaolong Wang, Deyuan Zhang: Generating Questions from Web Community Contents. COLING (Demos) 2012: 467-474
Baoxun Wang, Bingquan Liu, Xiaolong Wang, Chengjie Sun, Deyuan Zhang: Deep Learning Approaches to Semantic Relevance Modeling for Chinese Question-Answer Pairs. ACM Trans. Asian Lang. Inf. Process. 10(4): 21 (2011)

Wen-Feng Xuan, Bingquan Liu, Chengjie Sun, Deyuan Zhang, Xiao-Long Wang: Finding main topics in blogosphere using document clustering based on topic model. ICMLC 2011: 1902-1908
Lin Sun, Bingquan Liu, Baoxun Wang, Deyuan Zhang, Xiaolong Wang: A study of features on Primary Question detection in Chinese online forums. FSKD 2010: 2422-2427
Chang Sun, Bingquan Liu, Chengjie Sun, Deyuan Zhang, Xiaolong Wang: SimRank: A link analysis based blogger recommendation algorithm using text similarity. ICMLC 2010: 3368-3373