Current Research ( Selected Publications )
§ mining and leveraging knowledge hypercubes for complex applications (nsf-iis), § nsf ai institute for molecular discovery, synthetic strategy, and manufacturing: molecule maker lab institute, § nsf i-guide: institute for geospatial understanding through an integrative discovery environment, § darpa/incas: “analytics of information influence: effect characterization”, · uiuc cs412: an introduction to data warehousing and data mining (the course is taught by ruby tahboub , arindam benerjee , hanghang tong), · uiuc cs512: data mining: principles and algorithms (the course is taught by professor hanghang tong), · uiuc cs598jh: text mining with large language models : 12:30-1:45pm wednesday/friday 1035 cif (fall 2024), · data mining research group meeting, mondays @ siebel center (for dmg group member only), · jiawei han, jian pei, and hanghang tong, data mining: concepts and techniques, 4 th edution , morgan kaufmann , 2023. (1st ed., 2000) ( 2 nd ed., 2006 ) ( 3 rd ed., 2012 ), · jiaming shen and jiawei han, automated taxonomy discovery and exploration , springer , 2022 (series: synthesis lectures on data mining and knowledge discovery), · chao zhang and jiawei han, multidimensional mining of massive text data , morgan & claypool publishers, 2019 (series: synthesis lectures on data mining and knowledge discovery), · 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), · 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), · chi wang and jiawei han, m ining latent entity structures , morgan & claypool publishers, 2015 (series: synthesis lectures on data mining and knowledge discovery), · yizhou sun and jiawei han, mining heterogeneous inf o rmation networks: principles and methodologies , morgan & claypool publishers, 2012 (series: synthesis lectures on data mining and knowledge discovery), · 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), · 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., · harvey miller and jiawei han (eds.), geographical data mining and knowledge discovery, (2nd ed.), taylor & francis, 2009., · philip s. yu, jiawei han, and christos faloutsos (eds), link mining: models, algorithms, and applications , springer, 2010..
· 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
· 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
· olaping and multi-dimensional search and analysis of text data ( event cube: nasa ), · pattern discovery: classification, clustering and outlier analysis, · towards on-line analytical mining of heterogeneous information networks, · endowing biological databases with analytical power: indexing, querying, and mining of complex biological structures, · mining dynamics of data streams in multi-dimensional space, · knowledge discovery in cyberphysical systems, · movemine : mining knowledge from massive moving object data, · conflicts to harmony: truth discovery (nsf/iis), · information network academic research center : network science-collaborative technology alliance, · nih bd2k: knoweng ( knowledge engine for genomics) center : construction and mining of biological networks, · multi-dimensional structuring, summarizing and mining of social media data (nsf/iis), · structnet : constructing and mining structure-rich information networks for scientific research (nsf/iis), · taming big networks via embedding (nsf/iis-bigdata), · darpa/kairos: “resin: reasoning about event schemas for induction of knowledge ”.
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Data Mining Powerpoint Presentation Slides with all 87 slides: Use our Data Mining Powerpoint Presentation Slides to effectively help you save your valuable time. They are readymade to fit into any presentation …
Presentation transcript: 1 Data Mining. 2 What is Data Mining/KDD. Data mining (knowledge discovery from data) Extraction of interesting (non-trivial, implicit, previously unknown and …
What Is Data Mining? • Data mining (knowledge discovery from data) • Extraction of interesting (non-trivial, implicit, previously unknown and potentially useful) patterns or knowledge from …
Updated Slides for CS, UIUC Teaching in PowerPoint form. (Note: This set of slides corresponds to the current teaching of the data mining course at CS, UIUC. In general, it takes new …
Whether it's improving customer satisfaction, mitigating risks, or optimizing marketing strategies, data mining plays a crucial role in driving success and achieving …
Data Mining for Business Analytics - ppt download. Published by Isabel Montgomery Modified over 6 years ago. Embed. Download presentation. Presentation on theme: "Data Mining for …
DM environment is usually a client-server or a Web-based information systems architecture. Data is the most critical ingredient for DM which may include soft/unstructured data. The miner is …
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1.9 Major Issues in Data Mining • Mining methodology and User interaction • Mining different kinds of knowledge • DM should cover a wide spectrum of data analysis and knowledge discovery tasks • Enable to use the …