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Jiawei HanMichael Aiken Chair Professor Siebel
School of Computing and Data Science |
Data Mining, Text Mining, Intelligent SystemsData Mining Research Group (DMG
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�Current Research (Selected
Publications)
<![if !supportLists]>�� <![endif]>Mining and Leveraging Knowledge Hypercubes for Complex Applications (NSF-IIS)
<![if !supportLists]>�� <![endif]>NSF AI Institute for Molecular Discovery, Synthetic Strategy, and Manufacturing: Molecule Maker Lab Institute
<![if !supportLists]>�� <![endif]>NSF I-Guide: Institute for Geospatial Understanding through an Integrative Discovery Environment
<![if !supportLists]>�� <![endif]>DARPA/INCAS: �Analytics of Information Influence: Effect Characterization�
�Teaching
<![if !supportLists]>��������� <![endif]>UIUC CS412: An Introduction to Data Warehousing and Data Mining (The course is taught by Ruby Tahboub, Arindam Benerjee, Hanghang Tong)
<![if !supportLists]>��������� <![endif]>UIUC CS512: Data Mining: Principles and Algorithms (The course is taught by Professor Hanghang Tong)
<![if !supportLists]>��������� <![endif]>UIUC CS598JH: Text Mining with Large Language Models: 12:30-1:45pm Wednesday/Friday 1035 CIF (Fall 2024)
<![if !supportLists]>��������� <![endif]>Data Mining Research Group Meeting, Mondays @ Siebel Center (for DMG group member only)
�Books
<![if !supportLists]>��������� <![endif]>Jiawei Han, Jian Pei, and Hanghang Tong, Data Mining: Concepts and Techniques, 4thedution, Morgan Kaufmann, 2023. (1st ed., 2000) (2nd ed., 2006) (3rd ed., 2012)
<![if !supportLists]>��������� <![endif]>Jiaming Shen and Jiawei Han,�Automated Taxonomy Discovery and Exploration, Springer, 2022 (Series: Synthesis Lectures on Data Mining and Knowledge Discovery)
<![if !supportLists]>��������� <![endif]>Chao Zhang and Jiawei Han,�Multidimensional Mining of Massive Text Data, Morgan & Claypool Publishers, 2019 (Series: Synthesis Lectures on Data Mining and Knowledge Discovery)
<![if !supportLists]>��������� <![endif]>Xiang Ren and Jiawei Han,�Mining Structures of Factual Knowledge from Text: An Effort-Light Approach, Morgan & Claypool Publishers, 2018 (Series: Synthesis Lectures on Data Mining and Knowledge Discovery)
<![if !supportLists]>��������� <![endif]>Jialu Liu, Jingbo Shang and Jiawei Han,��Phrase Mining from Massive Text and Its Applications, Morgan & Claypool Publishers, 2017 (Series: Synthesis Lectures on Data Mining and Knowledge Discovery)
<![if !supportLists]>��������� <![endif]>Chi Wang and Jiawei Han,�Mining Latent Entity Structures, Morgan & Claypool Publishers, 2015 (Series: Synthesis Lectures on Data Mining and Knowledge Discovery)
<![if !supportLists]>��������� <![endif]>Yizhou Sun and Jiawei Han,�Mining Heterogeneous Information Networks: Principles and Methodologies, Morgan & Claypool Publishers, 2012 (Series: Synthesis Lectures on Data Mining and Knowledge Discovery)
<![if !supportLists]>��������� <![endif]>Manish Gupta, Jing Gao, Charu Aggawal, and Jiawei Han, Outlier Detection for Temporal Data, Morgan & Claypool Publishers, 2014 (Series: Synthesis Lectures on Data Mining and Knowledge Discovery)
<![if !supportLists]>��������� <![endif]>Hillol Kargupta, Jiawei Han, Philip Yu, Rajeev Motwani, and Vipin Kumar (eds.), Next Generation of Data Mining �(Chapman & Hall/CRC Data Mining and Knowledge Discovery Series), Taylor & Francis, 2008.
<![if !supportLists]>��������� <![endif]>Harvey Miller and Jiawei Han (eds.), Geographical Data Mining and Knowledge Discovery, (2nd ed.), Taylor & Francis, 2009.
<![if !supportLists]>��������� <![endif]>Philip S. Yu, Jiawei Han, and Christos Faloutsos (eds), Link Mining: Models, Algorithms, and Applications, Springer, 2010.
<![if !supportLists]>��������� <![endif]>Ashok N. Srivastava and Jiawei Han, Machine Learning and Knowledge Discovery for Engineering Systems Health Management (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series), Taylor & Francis, 2011
<![if !supportLists]>��������� <![endif]>David�Lo, Siau-Cheng�Khoo, Jiawei�Han,�and Chao�Liu (eds.), Mining Software Specifications: Methodologies and Applications �(Chapman & Hall/CRC Data Mining and Knowledge Discovery Series), Taylor & Francis, 2011
� Completed Research Projects
<![if !supportLists]>��������� <![endif]>OLAPing and Multi-Dimensional Search and Analysis of Text Data (Event Cube: NASA)
<![if !supportLists]>��������� <![endif]>Pattern Discovery: Classification, Clustering and Outlier Analysis
<![if !supportLists]>��������� <![endif]>Towards On-Line Analytical Mining of Heterogeneous Information Networks
<![if !supportLists]>��������� <![endif]>Endowing Biological Databases with Analytical Power: Indexing, Querying, and Mining of Complex Biological Structures
<![if !supportLists]>��������� <![endif]>Mining Dynamics of Data Streams in Multi-Dimensional Space
<![if !supportLists]>��������� <![endif]>Knowledge Discovery in�Cyberphysical�Systems
<![if !supportLists]>��������� <![endif]>MoveMine: Mining Knowledge from Massive Moving Object Data
<![if !supportLists]>��������� <![endif]>Conflicts to Harmony: Truth Discovery (NSF/IIS)
<![if !supportLists]>��������� <![endif]>Information Network Academic Research Center:�Network Science-Collaborative Technology Alliance
<![if !supportLists]>��������� <![endif]>NIH BD2K: KnowEng (Knowledge Engine for Genomics) Center: Construction and Mining of Biological Networks
<![if !supportLists]>��������� <![endif]>Multi-Dimensional Structuring, Summarizing and Mining of�Social Media Data (NSF/IIS)
<![if !supportLists]>��������� <![endif]>StructNet: Constructing and Mining Structure-Rich Information Networks for Scientific Research (NSF/IIS)
<![if !supportLists]>��������� <![endif]>Taming Big Networks via Embedding (NSF/IIS-BIGDATA)
<![if !supportLists]>��������� <![endif]>DARPA/KAIROS: �RESIN: Reasoning about Event Schemas for Induction of kNowledge�
�Publications
(@DBLP) Google
Scholar Citations
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and Information Systems Laboratory, Siebel
School of Computing and Data Science, Univ.
of Illinois at Urbana-Champaign