人物經(jīng)歷
2004年于浙江大學(xué)取得計(jì)算機(jī)科學(xué)與技術(shù)學(xué)士學(xué)位，2010年于浙江大學(xué)取得計(jì)算機(jī)科學(xué)與技術(shù)博士學(xué)位。2010-2012年于美國加州大學(xué)圣芭芭拉分校從事博士后研究工作，2012年至今在西北大學(xué)信息科學(xué)與技術(shù)學(xué)院從事教學(xué)科研工作。2015年國家優(yōu)秀青年科學(xué)基金獲得者。擔(dān)任國際重要SCI期刊Neurocomputing和Journal of Machine Learning and Cybernetics的編委，為IEEE TKDE、IEEE TNNLS、IEEE T-Cybernetics、ACM TKDD等期刊提供審稿服務(wù)，并擔(dān)任SIGKDD、IJCAI、SDM、BESC、ACML等國際知名學(xué)術(shù)會(huì)議程序委員會(huì)委員。主要研究方向是：數(shù)據(jù)挖掘、機(jī)器學(xué)習(xí)、信息檢索等。在基于圖的機(jī)器學(xué)習(xí)理論、媒體數(shù)據(jù)信息獲取與理解、智能媒體推薦與檢索等方面取得了具有國際影響的研究成果，在相關(guān)領(lǐng)域國際著名期刊及學(xué)術(shù)會(huì)議上發(fā)表（或已錄用）論文25篇，得到了領(lǐng)域內(nèi)同行的高度評(píng)價(jià)和引用。發(fā)表論文共被他引321次，其中SCI他引40次。
科研項(xiàng)目
1、國家優(yōu)秀青年科學(xué)基金項(xiàng)目，智能媒體計(jì)算，2016/01-2018/12，主持。
2、國家自然科學(xué)基金面上項(xiàng)目，基于標(biāo)簽和多特征融合的圖像語義空間學(xué)習(xí)技術(shù)研究，2014/01-2017/12，主持。
3、國家高技術(shù)研究發(fā)展計(jì)劃（863 計(jì)劃）項(xiàng)目，媒體大數(shù)據(jù)的結(jié)構(gòu)化描述方法研究，2014/01-2016/12，參加。
4、教育部“創(chuàng)新團(tuán)隊(duì)發(fā)展計(jì)劃”項(xiàng)目，文化遺產(chǎn)數(shù)字化保護(hù)與傳播，2014/01-2016/12，參加。
科研成果
Book chapters
Guan, Ziyu, and Xifeng Yan.Measuring Structural Correlations in Graphs. Computational Network Theory: Theoretical Foundations and Applications, pp. 29-75,2015.Journal papers
Ziyu Guan, Lijun Zhang, Jinye Peng, Jianping Fan.Multi-view Concept Learning for Data Representation. IEEE Transactions on Knowledge and Data Engineering, accepted, 2015.Ziyu Guan, Shengqi Yang, Huan Sun, Mudhakar Srivatsa, Xifeng Yan.Fine-Grained Knowledge Sharing in Collaborative Environments. IEEE Transactions on Knowledge and Data Engineering, accepted, 2015.Wei Zhao, Ziyu Guan (corresponding author), Zheng Liu.Ranking on heterogeneous manifolds for tag recommendation in social tagging services. Neurocomputing, Vol. 148, pages 521-534, 2015.Wei Zhao, Zheng Liu, Ziyu Guan (corresponding author), Binbin Lin, Deng Cai.Orthogonal Projective Sparse Coding for Image Representation. Neurocomputing, accepted, 2015.Shulong Tan, Yang Li, Huan Sun, Ziyu Guan (corresponding author), Xifeng Yan, Jiajun Bu, Chun Chen, Xiaofei He.Interpreting the public sentiment variations on twitter. IEEE Transactions on Knowledge and Data Engineering, Vol. 26, No. 5, pages 1158-1170, 2014.Ziyu Guan, Gengxin Miao, Russell McLoughlin, Xifeng Yan, Deng Cai. Co-Occurrence Based Diffusion for Expert Search on the Web. IEEE Transactions on Knowledge and Data Engineering, Vol. 25, No. 5, pages 1001-1014, 2013.Jian Wu, Ziyu Guan, Qing Zhang, Ambuj Singh, Xifeng Yan. Static and Dynamic Structural Correlations in Graphs. IEEE Transactions on Knowledge and Data Engineering, Vol. 25, No. 9, pages 2147-2160, 2013.Longfei Zhang, Ziyu Guan, Alexander Hauptmann. The co-attention model for tiny activity analysis. Neurocomputing, Vol. 105, pages 51-60, 2013.Can Wang, Xiaofei He, Jiajun Bu, Zhengguang Chen, Chun Chen, Ziyu Guan. Image representation using Laplacian regularized nonnegative tensor factorization. Pattern Recognition, Vol. 44, Issues 10-11, 2011.Ziyu Guan, Can Wang, Zhengguang Chen, Jiajun Bu, Chun Chen. Efficient Face Recognition Using Tensor Subspace Regression. Neurocomputing, Vol. 73, Issues 13-15, 2010.Can Wang, Ziyu Guan, Chun Chen, Jiajun Bu, Junfeng Wang and Huaizhong Lin. On-line Topical Importance Estimation: An effective focused crawling algorithm combining link and content analysis. Journal of Zhejiang University, Vol. 10, No. 8, 2009.Conference papers
Shulong Tan, Ziyu Guan, Deng Cai, Xuzhen Qin, Jiajun Bu, Chun Chen. Mapping Users across Networks by Manifold Alignment on Hypergraph. Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence (AAAI), 2014.Nan Li, Ziyu Guan, Lijie Ren, Jian Wu, Jiawei Han, Xifeng Yan. gIceberg: Towards Iceberg Analysis in Large Graphs. Proceedings of the 29th IEEE International Conference on Data Engineering (ICDE), pages 1021-1032, 2013.Gengxin Miao, Ziyu Guan, Louise Moser, Xifeng Yan, Shu Tao, Nikos Anerousis. Latent Association Analysis of Document Pairs. Proceedings of the 18th ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 1415-1423, 2012.Ziyu Guan, Xifeng Yan, Lance M. Kaplan. Measuring Two-Event Structural Correlations on Graphs. Proceedings of the 38th international conference on very large databases (VLDB), pages 1400-1411, 2012.Jiejun Xu, Vishwakarma Singh, Ziyu Guan, B.S. Manjunath. Unified hypergraph for image ranking in a multimodal context. Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 2333-2336, 2012.Ziyu Guan, Jian Wu, Qing Zhang, Ambuj Singh, Xifeng Yan. Assessing and Ranking Structural Correlations in Graphs. Proceedings of the 2011 international conference on management of data (SIGMOD), pages 937-948, 2011.Arijit Khan, Nan Li, Xifeng Yan, Ziyu Guan, Supriyo Chakraborty, Shu Tao. Neighbor-hood Based Fast Graph Search in Large Networks. Proceedings of the 2011 international conference on management of data (SIGMOD), pages 901-912, 2011.Ziyu Guan, Can Wang, Kun Yang, Jiajun Bu, Chun Chen, Deng Cai. Document Recommendation in Social Tagging Services. Proceedings of the 19th international conference on World wide web (WWW), pages 391-400, 2010.Jun Zhao, Jiajun Bu, Chun Chen, Ziyu Guan, Can Wang, Cheng Zhang. Learning a user-thread alignment manifold for thread recommendation in online forum. Proceedings of the 19th ACM international conference on Information and knowledge management (CIKM), pages 559-568, 2010.Ziyu Guan, Jiajun Bu, Qiaozhu Mei, Chun Chen and Can Wang. Personalized Tag Recommendation Using Graph-based Ranking on Multi-type Interrelated Objects. Proceedings of the 32nd annual international ACM SIGIR conference (SIGIR), pages 540-547, 2009.JunfengWang, Chun Chen, CanWang, Jian Pei, Jiajun Bu, Ziyu Guan, Wei Vivian Zhang. Can We Learn a Template-Independent Wrapper for News Article Extraction from a Single Training Site? Proceedings of the 15th ACM SIGKDD conference on knowledge discovery and data mining (SIGKDD), pages 1345-1354, 2009.Can Wang, Junfeng Wang, Chun Chen, Li Lin, Ziyu Guan, Junyan Zhu, Cheng Zhang, Jiajun Bu. Learning to Extract Web News Title in Template Independent Way. Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology (RSKT), pages 192-199, 2009.Junfeng Wang, Xiaofei He, Can Wang, Jian Pei, Jiajun Bu, Chun Chen, Ziyu Guan, Lu Gang. News Article Extraction with Template-Independent Wrapper. Proceedings of the 18th international conference on World Wide Web (WWW), pages 1085-1086, 2009.Ziyu Guan, Can Wang, Chun Chen, Jiajun Bu and Junfeng Wang. Guide Focused Crawler Efficiently and Effectively Using On-line Topical Importance Estimation. Proceedings of the 31st annual international ACM SIGIR conference (SIGIR), pages 757-758, 2008.教學(xué)情況
承擔(dān)本科生課程《數(shù)據(jù)挖掘》的教學(xué)工作。
