人物經(jīng)歷
2000.9-2004.7,哈爾濱工業(yè)大學(xué)計(jì)算機(jī)系,學(xué)士。
2004.9-2009.7,清華大學(xué)計(jì)算機(jī)系,博士。
社會(huì)兼職:
IEEE Transactions on Knolwedge and Data Engineering (TKDE) Associate Editor.
SIGMOD、VLDB、ICDE、KDD PC Member.
研究方向
主要研究大數(shù)據(jù)的獲取、融合、分析與處理。
主要貢獻(xiàn)
在海量多源異構(gòu)數(shù)據(jù)表示、獲取、融合、檢索四個(gè)方面取得了創(chuàng)新成果,提出了基于圖結(jié)構(gòu)的異構(gòu)數(shù)據(jù)統(tǒng)一表示模型、錯(cuò)誤自動(dòng)糾正的實(shí)體獲取方法、基于模糊匹配的多源異構(gòu)數(shù)據(jù)融合算法、結(jié)構(gòu)感知的即敲即得式檢索方法,建立了一套海量多源異構(gòu)數(shù)據(jù)融合與檢索方法。
大數(shù)據(jù)時(shí)代帶來(lái)了數(shù)據(jù)處理方法的諸多挑戰(zhàn),針對(duì)傳統(tǒng)方法重視處理效率而相對(duì)忽視數(shù)據(jù)質(zhì)量的問(wèn)題,主要研究群體計(jì)算,通過(guò)人機(jī)融合的計(jì)算方式提高大數(shù)據(jù)環(huán)境下的計(jì)算性能。
在國(guó)際會(huì)議ACM SIGMOD、VLDB、IEEE ICDE、ACM SIGIR、ACM SIGKDD、WWW和國(guó)際期刊ACMTODS、VLDB Journal、IEEE TKDE、ACM Computing Survey上發(fā)表論文100余篇,論文被引用1800余次。
研究課題
主持項(xiàng)目:青年973、國(guó)家優(yōu)秀青年基金項(xiàng)目,國(guó)家自然科學(xué)基金面上項(xiàng)目
參與項(xiàng)目:核高基、973、863
主要論文
- Dongzhe Ma, Jianhua Feng, Guoliang Li. A Survey of Address Translation Technologies for Flash Memories. ACM Computing Surveys, 2014. (To appear)Weiwei Hu, Guoliang Li, Jiacai Ni, Dalie Sun, Kian-lee Tan. Bp-tree: A Predictive B+-tree for Reducing Writes on Phase Change Memory. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2014. (To appear)Jiannan Wang, Guoliang Li, Jianhua Feng. Extending String Similarity Join to Tolerant Fuzzy Token Matching. ACM Transactions on Database Systems (TODS), 2014. (To appear)Sitong Liu, Guoliang Li, Jianhua Feng. A Prefix-Filter based Method for Spatio-Textual Similarity Join. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2014 (To appear.).Jiacai Ni, Guoliang Li, Lijun Wang, Jianhua Feng. Adaptive Database Schema Design for Multi-Tenant Data Management. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2014 (To appear).Guoliang Li, Dong Deng, Jianhua Feng. Pass-Join+: A Partition-based Method for String Similarity Joins with Edit-Distance Constraints. ACM Transactions on Database Systems (ACMTODS), 38(2):9-40,2013.Guoliang Li, Jianhua Feng, Chen Li. Supporting Search-As-You-Type Using SQL in Databases. IEEE Transactions on Knowledge and Data Engineering (TKDE), 25(2): 461-475 (2013).Jianhua Feng, Jiannan Wang, Guoliang Li. Trie-join: a trie-based method for efficient string similarity joins. The VLDB Journal, 21(4):437-461, 2012.Jianhua Feng, Guoliang Li: Fuzzy Type-Ahead Search in XML Data. IEEE Transactions on Knowledge and Data Engineering (TKDE), 24(5):882-895, 2012.Guoliang Li, Jianhua Feng, Jianyong Wang, Lizhu Zhou: KEMB: A Keyword-Based XML Message Broker. IEEE Transactions on Knowledge and Data Engineering (TKDE) 23(7):1035-1049 (2011).Guoliang Li, Shengyue Ji, Chen Li, Jianhua Feng. Efficient Fuzzy Full-Text Type-Ahead Search. The VLDB Journal, 20(4): 617-640, 2011.Guoliang Li, Jianhua Feng, Xiaofang Zhou, Jianyong Wang. Providing Built-in Keyword Search Capabilities in RDBMS. The VLDB Journal, 20(1):1-19, 2011.Jianhua Feng, Guoliang Li, Jianyong Wang: Finding Top-k Answers in Keyword Search over Relational Databases Using Tuple Units. IEEE Transactions on Knowledge and Data Engineering (TKDE)23(12):1781-1794 (2011)Guoliang Li, Shuo Chen, Jianhua Feng, Kian-lee Tan, Wen-Syan Li. Location-aware Influence Maximization. SIGMOD 2014.Dong Deng, Guoliang Li, Jianhua Feng. A Pivotal Prefix Based Filtering Algorithm for String Similarity Search. SIGMOD 2014.Guoliang Li, Jun Hu, Kian-lee Tan, Zhifeng Bao, Jianhua Feng. Effective Location Identification from Microblogs. ICDE 2014. (To appear)Dong Deng, Guoliang Li, Shuang Hao, Jiannan Wang, Jianhua Feng, Wen-syan Li. MassJoin: A MapReduce-based Algorithm for String Similarity Joins. ICDE 2014. (To appear)Yong Zeng, Zhifeng Bao, H V Jagadish, Tok Wang Ling, Guoliang Li. Breaking out of the MisMatch Trap. ICDE 2014. (To appear).Jiannan Wang, Guoliang Li, Tim Kraska, Michael J. Franklin, Jianhua Feng. Leveraging Transitive Relations for Crowdsourced Joins. SIGMOD 2013:229-240.Guoliang Li, Ting Wang, Jianhua Feng. Location-Aware Publish/Subscribe. SIGKDD 2013:802-810.Dong Deng, Yu Jiang, Guoliang Li, Jian Li, Cong Yu. Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases. VLDB 2013: 1606-1617.Dong Deng, Guoliang Li, Jianhua Feng: Top-k String Similarity Search with Edit-Distance Constraints. ICDE 2013:925-936.Jiannan Wang, Guoliang Li, Jianhua Feng. Can We Beat The Prefix Filtering? An Adaptive Framework for Similarity Join and Search. SIGMOD 2012:85-96.Ju Fan, Guoliang Li, Lizhu Zhou. SEAL: Spatio-Textual Similarity Search. VLDB 2012:253-264.Guoliang Li, Dong Deng, Jiannan Wang, Jianhua Feng: PASS-JOIN: A Partition-based Method for Similarity Joins. VLDB 5(3):253-264 (2012).Guoliang Li, Jiannan Wang, Chen Li, Jianhua Feng: Supporting Efficient Top-k Queries in Fuzzy Type-Ahead Search. SIGIR, 2012: 355-364.Guoliang Li, Jing Xu, Jianhua Feng: Desks: Direction-Aware Spatial Keyword Search. ICDE, 2012:474-485.Dong Deng, Guoliang Li, Jianhua Feng: An Efficient Trie-based Method for Approximate Entity Extraction with Edit-Distance Constraints. ICDE, 2012:762-773.Jiannan Wang, Guoliang Li, Jeffrey Xu Yu, Jianhua Feng: Entity Matching: How Similar Is Similar. VLDB 4(10):622-633 (2011).Guoliang Li, Dong Deng, Jianhua Feng: Faerie: Efficient Filtering Algorithms for Approximate Dictionary-based Entity Extraction. SIGMOD, 2011:529-540.Dongzhe Ma, Jianhua Feng, Guoliang Li: LazyFTL: A Page-level Flash Translation Layer Optimized for NAND Flash Memory. SIGMOD, 2011:1-12.Guoliang Li, Ju Fan, Hao Wu, Jiannan Wang, Jianhua Feng. DBease: Making Databases User-Friendly and Easily Accessible. CIDR, 2011: 45-56.Ju Fan, Guoliang Li, Lizhu Zhou. Interactive SQL Query Suggestion: Making Databases User-Friendly. ICDE, 2011:351-362.Jiannan Wang, Guoliang Li, Jianhua Feng. Extending String Similarity Join to Allow Fuzzy Token Matching. ICDE, 2011:458-469.Jiannan Wang, Guoliang Li, Jianhua Feng, Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraint. VLDB, 2010:1219-1230.
榮譽(yù)記錄
- 2014年獲得IEEE TCDE Early Career Award(IEEE 數(shù)據(jù)工程技術(shù)領(lǐng)域杰出新人獎(jiǎng))。2014年獲得國(guó)家優(yōu)秀青年基金項(xiàng)目資助。2014年獲得科技部青年973項(xiàng)目資助。2014年獲得教育部自然科學(xué)獎(jiǎng)二等獎(jiǎng)一項(xiàng),計(jì)算機(jī)學(xué)會(huì)自然科學(xué)獎(jiǎng)二等獎(jiǎng)一項(xiàng)。2013年入選教育部新世紀(jì)人才支持計(jì)劃、北京青年英才計(jì)劃。2010年獲得北京市優(yōu)秀博士論文獎(jiǎng)。2011年獲得全國(guó)優(yōu)秀博士學(xué)位論文提名獎(jiǎng)。2014年DASFAA最佳論文提名獎(jiǎng)、APWEB最佳論文獎(jiǎng)2019年入選國(guó)家杰出青年科學(xué)基金建議資助項(xiàng)目申請(qǐng)人名單。