Fuzhen Zhuang 庄福振 CV

 

关于我

本人本科毕业于重庆大学计算机学院,博士毕业于中国科学院计算技术研究所。现在中科院计算所任副研究员。

博士论文:迁移学习中文本分类算法研究

自勉:努力总是可以得到超出期望的效果。

教育背景

1996.9~1999.7

平和县五寨中学

1999.9~2002.7

福建省平和一中

2002.9~2006.7

重庆大学计算机学院

2006.9~2011.7

中国科学院计算技术研究所

研究兴趣

数据挖掘、机器学习、迁移学习、自然语言处理。

个人相册
  


联系方式

欢迎联系本人:
电话: 010-8268 3567 (宿舍) 010-6260 0506 (实验室)
E-Mail:  

相关资源

自己开发或者别人一起开发的小软件,请试用:

1)、图像检索系统:ImageRetrievalSystem 下载 使用说明下载

2)、问答系统: QASystem 下载

3)、bmp图像直方图显示:BMPDISPLAY 下载

4)、井字棋游戏:Ticktacktoe 下载

Accepted Papers:

1. Wenjuan Luo, Fuzhen Zhuang, Qing He, Zhongzhi Shi: Exploiting Relevance, Coverage, and Novelty for Query-Focused Multi-Document Summarization. Knowledge-Based Systems, 2013.

2. Tianfeng Shang, Qing He, Fuzhen Zhuang: A New Similarity Measure Based on Preference Sequences for Collaborative Filtering. The 15th Asia-Pacific Web Conference (APWeb), 2013

3. Qing He, Xin Jin, Changying Du, Fuzhen Zhuang, Zhongzhi Shi: Clustering in Extreme Learning Machine Feature Space. Neurocomputing 2013.

Publication Conference Papers:

Year 2013

1. Fuzhen Zhuang , Ping Luo , Changying Du , Qing He , Zhongzhi Shi : Triplex transfer learning: exploiting both shared and distinct concepts for text classification. WSDM 2013 : 425-434

Year 2012

1. Changying Du , Fuzhen Zhuang , Qing He , Zhongzhi Shi : Multi-task Semi-supervised Semantic Feature Learning for Classification. ICDM 2012 : 191-200

2. Qing He , Zhi Dong , Fuzhen Zhuang , Tianfeng Shang , Zhongzhi Shi : Fast Time Series Classification Based on Infrequent Shapelets. ICMLA (1) 2012 : 215-219

3. Fuzhen Zhuang, Qing He , Zhongzhi Shi : Effectively Constructing Reliable Data for Cross-Domain Text Classification. Intelligent Information Processing 2012 : 16-27

4. Zhongzhi Shi , Bo Zhang , Fuzhen Zhuang: Improving Transfer Learning by Introspective Reasoner. Intelligent Information Processing 2012 : 28-39

5. Ning Li , Fuzhen Zhuang, Qing He , Zhongzhi Shi : PPLSA: Parallel Probabilistic Latent Semantic Analysis Based on MapReduce. Intelligent Information Processing 2012 : 40-49

6. Qing He , Zhi Dong , Fuzhen Zhuang, Tianfeng Shang , Zhongzhi Shi : Parallel Decision Tree with Application to Water Quality Data Analysis. ISNN (2) 2012 : 628-637.

7. Xiang Ao, Fuzhen Zhuang , Qing He , Zhongzhi Shi : TINAC: A fast and effective web video topic detection framework. FSKD 2012 : 1252-1256.

8. Wenjuan Luo, Fuzhen Zhuang , Qing He , Zhongzhi Shi : Quad-tuple PLSA: Incorporating Entity and Its Rating in Aspect Identification. PAKDD (1) 2012 : 392-404.

Year 2011

1. Qing He , Yunlong Ma , Qun Wang , Fuzhen Zhuang, Zhongzhi Shi : Parallel Outlier Detection Using KD-Tree Based on MapReduce. CloudCom 2011 : 75-80.

2. Xudong Ma , Ping Luo , Fuzhen Zhuang, Qing He , Zhongzhi Shi , Zhiyong Shen : Combining Supervised and Unsupervised Models via Unconstrained Probabilistic Embedding. IJCAI 2011 : 1396-1401. (pdf)

Year 2010

1. Qing He , Tingting Li , Fuzhen Zhuang, Zhongzhi Shi : Frequent term based peer-to-peer text clustering . KAM 2010 : 352-355.

2. Tingting Li , Fuzhen Zhuang, Qing He : A noise handling method for hyper surface classification. FSKD 2010 : 1484-1488.

3. Qing He , Wenjuan Luo , Fuzhen Zhuang, Zhongzhi Shi : Local Bayesian Based Rejection Method for HSC Ensemble. ISNN (1) 2010 : 404-412.(pdf)

4. Wenjuan Luo, Fuzhen Zhuang , Qing He , Zhongzhi Shi : Effectively Leveraging Entropy and Relevance for Summarization. AAIRS 2010 : 241-250. (pdf)

5. Fuzhen Zhuang, Ping Luo, Zhiyong Shen, Qing He, Yuhong Xiong, Zhongzhi Shi. D-LDA: A Topic Modeling Approach without Constraint Generation for Semi-Defined Classification. ICDM 2010. (pdf)

6. Fuzhen Zhuang, Ping Luo, Zhiyong Shen, Qing He, Yuhong Xiong, Zhongzhi Shi, Hui Xiong. Collaborative Dual-PLSA: Mining Distinction and Commonality across Multiple Domains for Text Classification. CIKM 2010. (pdf) (Code&Data CD-PLSA) (among 8 best papers, student travel award )

7. Qing He, Fuzhen Zhuang, Jincheng Li, Zhongzhi Shi. Parallel Implementation of Classification Algorithms based on MapReduce. RSKT 2010.

8. Fuzhen Zhuang, Ping Luo, Hui Xiong, Qing He, Yuhong Xiong, Zhongzhi Shi. Exploiting Associations between Word Clusters and Document Classes for Cross-domain Text Categorization. The Tenth SIAM International Conference on Data Mining, SDM 2010 (pdf) (slides) (code). (among 12 best papers)

Year 2008

1. Ping Luo, Fuzhen Zhuang, Hui Xiong, Yuhong Xiong, Qing He: Transfer Learning From Multiple Source Domains via Consensus Regularization. CIKM2008 (pdf) (slides) (data set)

2. Qing He, Fuzhen Zhuang, Zhongzhi Shi: The Data Selection Criteria for HSC and SVM Algorithms. ICNC2008 (pdf)

3. Fuzhen Zhuang, Qing He, Zhongzhi Shi: Feature Transformation for Efficiently Improving Performance of HSC. ICMLC2008 (pdf)

4. Fuzhen Zhuang, Qing He, Zhongzhi Shi: Multi-Agent based Automatic Evaluation System for Classification Algorithms. ICIA2008 (pdf)

Year 2007

1. Qing He, Fuzhen Zhuang, Zhongzhi Shi: Enhanced Algorithm Performance for Classification Based on Hyper Surface Using Bagging and AdaBoost. ICMLC2007 (pdf)

Publication Journal Papers:

Year 2013

1. Qing He , Tianfeng Shang, Fuzhen Zhuang, Zhongzhi Shi : Parallel extreme learning machine for regression based on MapReduce. Neurocomputing, Volume 102, Pages 52–58 , 2013. <http://www.sciencedirect.com/science/article/pii/S0925231212004213>

2. Xin Jin , Yongquan Liang , Dongping Tian , Fuzhen Zhuang : Particle swarm optimization using dimension selection methods. Applied Mathematics and Computation 219 (10): 5185-5197 (2013)

Year 2012

1. Fuzhen Zhuang, George Karypis, Ning Xia, Qing He, Zhongzhi Shi. Multi-view Learning via Probabilistic Latent Semantic Analysis. Information Sciences, 2012, 199:20--30.<http://www.sciencedirect.com/science/article/pii/S0020025512001788>

2. Fuzhen Zhuang, Ping Luo, Zhiyong Shen, Qing He, Yuhong Xiong, Zhongzhi Shi, Hui Xiong. Mining Distinction and Commonality across Multiple Domains using Generative Model for Text Classification. IEEE Transactions on Knowledge and Data Engineering. [Full Version], 2012, 24(11), pp. 2025--2039. <http://www.computer.org/portal/web/csdl/doi/10.1109/TKDE.2011.143>

Year 2011

1. Fuzhen Zhuang, Ping Luo, Hui Xiong, Qing He, Yuhong Xiong, Zhongzhi Shi. Exploiting Associations between Word Clusters and Document Classes for Cross-domain Text Categorization. Statistical Analysis and Data Mining, Wiley, 2011, 4(1): 100-114 .(this is the invited version of the best of SDM2010)

Year 2010

1. Fuzhen Zhuang, Ping Luo, Hui Xiong, Yuhong Xiong, Qing He, Zhongzhi Shi. Cross-domain Learning From Multiple Sources: A Consensus Regularization Perspective. IEEE Transactions on Knowledge and Data Engineering, 2010, 22(12), pp. 1664--1678. <http://www.computer.org/portal/web/csdl/doi/10.1109/TKDE.2009.205>

2. Qing He, Changying Du, Qun Wang, Fuzhen Zhuang, Zhongzhi Shi. A Parallel Incremental Extreme SVM Classifier. Neuro Computing, 2010, 74(16): pp. 2532--2540. <http://you.myipcn.org/science/article/pii/S0925231211002566>

Year 2009

1. Zhuang Fuzhen, Luo Ping, He Qing, Shi Zhongzhi. Inductive Transfer Learning for Unlabeled Target-domain via Hybrid Regularization. Chinese Science Bulletin, Springer, 2009, 54:2470-2478. (pdf) [code].

 

资源、文献搜索:

1、Google学术搜索
http://scholar.google.cn/schhp?hl=zh-CN
2、EI检索
http://www.engineeringvillage2.org.cn/controller/servlet/Controller?CID=quickSearch&database=1
3、SCI检索-web of science
http://apps.isiknowledge.com/WOS_GeneralSearch_input.do?product=WOS&search_mode=GeneralSearch&SID=3B7F93JEdo58hp3143n&preferencesSaved=

4、isiknowledge检索,包含SCI,ISTP,和专利检索库
http://apps.isiknowledge.com/UA_GeneralSearch_input.do?product=UA&search_mode=GeneralSearch&SID=2Fb4dc@5fMHFoGaLB2D&preferencesSaved=
5、万方数据库中文检索
http://beijing.wanfangdata.com.cn/

常见机器学习、数据挖掘的数据集下载:

1、20 news-groups http://people.csail.mit.edu/jrennie/20Newsgroups/

2、UCI data set ftp://ftp.ics.uci.edu/pub/machine-learning-databases/

©2006 zhuangfz@ics.ict.ac.cn