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Published byJudith Henry Modified over 6 years ago
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Introduction to TIMAN: Text Information Managemetn & Analysis
ChengXiang (“Cheng”) Zhai Department of Computer Science Carl R. Woese Institute for Genomic Biology Department of Statistics School of Information Sciences University of Illinois at Urbana-Champaign
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Text data cover all kinds of topics
People Events Products Services, … … Sources: Blogs Microblogs Forums Reviews ,… 45M reviews 53M blogs 1307M posts 65M msgs/day 115M users 10M groups …
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Humans as Subjective & Intelligent “Sensors”
Sense Report Real World Sensor Data Weather Thermometer 3C , 15F, … Perceive Express “Human Sensor” Locations Geo Sensor 41°N and 120°W …. Network Sensor Networks
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Unique Value of Text Data
Useful to all big data applications Especially useful for mining knowledge about people’s behavior, attitude, and opinions Directly express knowledge about our world: Small text data are also useful! Data Information Knowledge Text Data
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TextScope to enhance human perception
Microscope Telescope Intelligent Interactive Retrieval & Text Analysis for Task Support and Decision Making
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TextScope in Action: intelligent interactive decision support
Predicted Values of Real World Variables Optimal Decision Making Predictive Model Multiple Predictors (Features) … Sensor 1 Sensor k … Non-Text Data Text Joint Mining of Non-Text and Text Real World
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Overview of TIMAN Research
Biomedical & Healthcare Intelligent Education Systems Security … … Text-Based Prediction General Text Mining System (MeTA) Joint Analysis of Text & Non-Text Data Intelligent Interactive Search Algorithms Text Data Mining Algorithms
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Looking forward to opportunities for collaboration!
Thank You! More information about TIMAN can be found at Looking forward to opportunities for collaboration!
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Additional Slides Text Mining Intelligent Task Agent Applications
Opinion analysis: TextScope: Text Analysis Engine: Intelligent Task Agent Personalization: Game Theoretic Framework for Intelligent Information Retrieval: Interface Computing: Applications Biomedical & Health Informatics (Analysis of Traditional Chinese Medicine patient records) Education (Virtual Data Science Lab): Accelerate scientific discovery (Researcher’s Workbench):
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