The Data Mining Group (DMG), founded by Professor Jiawei Han, is part of the Database and Information System (DAIS) Lab of the CS Department at the University of Illinois at Urbana-Champaign.
Our group have been working on a wide range of topics related to data mining, including:
Our research has been supported by various governments agencies (e.g., ARL, NSF, NIH, NDSEG, NASA, DTRA) and companies (e.g., Google, Microsoft, IBM, Yahoo!).
Yu Meng, our group's alumnus, has received KDD 2024 Dissertation Award for his work on Efficient and Effective Learning of Text Representations. Congratulations!
Learn More →Xinyang Zhang defended his thesis on Weakly Supervised Text Mining with Text-rich Network. Congratulations!
Learn More →Sha Li defended her thesis on Towards Open-Domain Event Understanding with Global Context. Congratulations!
Learn More →Liyuan Liu defended his thesis on mathematical principles of pretraining stabilization heuristics: a variance-oriented perspective. Congratulations!
Learn More →Qi Zhu defended his thesis on exploring the power of text-rich graph representation learning. Congratulations!
Learn More →Jiaxin Huang defended her thesis on exploiting language models for annotation-efficient knowledge discovery. Congratulations!
Learn More →Yu Meng defended his thesis on efficiently and effectively learning text representations. Congratulations!
Learn More →Xuan Wang defended her thesis on automated scientific knowledge extraction from massive text data. Congratulations!
Learn More →Xiaotao Gu defended his thesis on annotation-free knowledge mining from massive text copora. Congratulations!
Learn More →Yuning Mao defended his thesis on guided text summarization with limited supervision. Congratulations!
Learn More →Jiaming Shen defended his thesis on automated taxonomy discovery and exploration. Congratulations!
Learn More →Jing Gao, our group's alumnus, has received 2021 SDM/IBM Early Career Award ICDM Best Paper Award for her great work. Congratulations!
Learn More →Carl Yang, our group's alumnus, has received 2020 ICDM Best Paper Award for his paper "Co-Embedding Network Nodes and Hierarchical Labels with Taxonomy Based Generative Adversarial Networks". Congratulations!
Learn More →Carl Yang, defended his thesis on Multi-facet Contextualized Graph Mining with Cube Networks.
Learn More →Jingbo Shang, our group's alumnus, has received 2020 KDD Dissertation Award Runner-Up for his contributions in constructing and mining heterogeneous information networks from massive text. Congratulations!
Learn More →Shi Zhi defended her thesis on truth finding, claim verification, and learning from heterogeneous labels. Congratulations!
Learn More →Ahmed EI-Kishky defended his thesis on multi-granularity text mining. Congratulations!
Learn More →Jingbo Shang defended his thesis titled "Constructing and Mining Heterogeneous Information Networks from Massive Text". Congratulations!
Learn More →Yu Shi has passed the final PhD exam and defended his thesis titled "Harnessing Heterogeneous Association in Real-World Networks". Congratulations!
Learn More →Honglei Zhuang has passed the final PhD exam and defended his thesis titled "Text Mining with Word Embedding for Outlier and Sentiment Analysis". Congratulations!
Learn More →Prof. Jiawei Han has been named a Michael Aiken Chair, one of the most distinguished honors on campus. Congratulations!
Learn More →Chao Zhang has passed the final PhD exam and defended his thesis titled "Multi-dimensional mining of unstructured data with limited supervision". Congratulations!
Learn More →Xiang Ren, our group's alumnus, has received 2018 KDD Dissertation Award for his contributions in mining structures of factual knowledge from Text. Congratulations!
Learn More →Fangbo Tao has passed the final PhD exam and defended his thesis titled "Text Cube: Construction, Summarization and Mining". Congratulations!
Learn More →Prof. Xifeng Yan, our group's alumnus, has received Visa Research Facutly Award for his contributions in the areas of data mining, machine learning and artificial intellignece.
Learn More →Dr. Meng Jiang has joined the CSE Department at the University of Notre Dame. His research focuses on developing data-driven approaches of online behavior analysis.
Learn More →Prof. Jian Pei, our group's alumnus, has received 2017 ACM SIGKDD Innovation Award Research Facutly Award for his contributions to the foundation of data mining and applications, particularly in pattern mining and spatial data mining.
Learn More →Xiang Ren will join the faulty of USC Computer Science in Spring 2018. His research interests include machine learning and data-driven methods for knowledge acquisition from text.
Learn More →Jingbo Shang has received Google Fellowship for his research on turning unstructured text data into structured knowledge network with very little human effort.
Learn More →Xiang Ren has received 2017 David J. Kuck Outstanding M.S. Thesis Award for his work on effective citation recommendation by information network-based clustering.
Learn More →Huan Gui has passed her PhD final exam and defended her thesis titled "Low-rank Models for High-dimensional Data: Theory and Application". Congratulations!
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