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Text analysis, retrieval models (e.g., Boolean, vector space, probabilistic), text categorization, text filtering, clustering, retrieval system design and implementation, and applications to web information management. Course Information: 3 undergraduate hours. 3 or 4 graduate hours. Prerequisite: CS 225. #### Related Faculty * [Pablo D Robles Granda](https://grainger.illinois.edu/about/directory/faculty/pdr) * [ChengXiang Zhai](https://grainger.illinois.edu/about/directory/faculty/czhai) #### Web Page [https://sites.google.com/illinois.edu/cs410textinformationsystems?pli=1&authuser=1](https://sites.google.com/illinois.edu/cs410textinformationsystems?pli=1&authuser=1) #### Course Director [Chengxiang Zhai](https://grainger.illinois.edu/about/directory/faculty/czhai) #### Text(s) ChengXiang Zhai and Sean Massung. 2016. _Text Data Management and Analysis: a Practical Introduction to Information Retrieval and Text Mining_. Association for Computing Machinery and Morgan & Claypool, New York, NY, USA. https://dl.acm.org/citation.cfm?id=2915031 #### Learning Goals Be able to explain the basic concepts and principles of text information systems, such as push vs. push information access, probability ranking principle, and generative models. ([1](javascript:null\(0\); "Analyze a complex computing problem and apply principles of computing and other relevant disciplines to identify solutions.")), ([2](javascript:null\(0\); "Design, implement, and evaluate a computing-based solution to meet a given set of computing requirements in the context of the program's discipline.")), ([6](javascript:null\(0\); "Apply computer science theory and software development fundamentals to produce computing-based solutions.") ) Be able to explain how key algorithms for information retrieval, Web search, and text data mining work and compare them. ([1](javascript:null\(0\); "Analyze a complex computing problem and apply principles of computing and other relevant disciplines to identify solutions.")), ([2](javascript:null\(0\); "Design, implement, and evaluate a computing-based solution to meet a given set of computing requirements in the context of the program's discipline.")), ([6](javascript:null\(0\); "Apply computer science theory and software development fundamentals to produce computing-based solutions.") ) Be able to evaluate a text information system using various metrics such as precision, recall, mean average precision, and nDCG ([2](javascript:null\(0\); "Design, implement, and evaluate a computing-based solution to meet a given set of computing requirements in the context of the program's discipline.") ), ([6](javascript:null\(0\); "Apply computer science theory and software development fundamentals to produce computing-based solutions.")) Be able to modify a search engine to improve accuracy ([1](javascript:null\(0\); "Analyze a complex computing problem and apply principles of computing and other relevant disciplines to identify solutions.")), ([2](javascript:null\(0\); "Design, implement, and evaluate a computing-based solution to meet a given set of computing requirements in the context of the program's discipline.")), ([6](javascript:null\(0\); "Apply computer science theory and software development fundamentals to produce computing-based solutions.")) Be able to apply knowledge of text information systems to solve a real-world problem with a course project ([1](javascript:null\(0\); "Analyze a complex computing problem and apply principles of computing and other relevant disciplines to identify solutions.")), ([2](javascript:null\(0\); "Design, implement, and evaluate a computing-based solution to meet a given set of computing requirements in the context of the program's discipline.")), ([3](javascript:null\(0\); "Communicate effectively in a variety of professional contexts.")), ([5](javascript:null\(0\); "Function effectively as a member or leader of a team engaged in activities appropriate to the discipline.")), ([6](javascript:null\(0\); "Apply computer science theory and software development fundamentals to produce computing-based solutions.")) #### Topic List Background & General Introduction Information Retrieval Models Evaluation Web search Recommender systems Text data mining Course Project Assignments #### Schedule and Instructors | Title | Section | CRN | Type | Hours | Times | Days | Location | Instructor | | --- | --- | --- | --- | --- | --- | --- | --- | --- | | Text Information Systems | CSP | 79900 | PKG | 3 | - | | | Pablo D Robles Granda | | Text Information Systems | CSP | 79900 | PKG | 3 | - | | ARR Illini Center | Pablo D Robles Granda | | Text Information Systems | DS3 | 73825 | ONL | 3 | - | | | ChengXiang Zhai | | Text Information Systems | DS4 | 67393 | ONL | 4 | - | | | ChengXiang Zhai | | Text Information Systems | MC3 | 79328 | PKG | 3 | - | | | Pablo D Robles Granda | | Text Information Systems | MC3 | 79328 | PKG | 3 | - | | ARR Illini Center | Pablo D Robles Granda | | Text Information Systems | MC4 | 71013 | PKG | 4 | - | | ARR Illini Center | Pablo D Robles Granda | | Text Information Systems | MC4 | 71013 | PKG | 4 | - | | | Pablo D Robles Granda | | Text Information Systems | TGR | 78821 | LEC | 3 | 1230 - 1345 | T R | 100 Materials Science & Eng Bld | Pablo D Robles Granda | | Text Information Systems | TUG | 78820 | LEC | 3 | 1230 - 1345 | T R | 100 Materials Science & Eng Bld | Pablo D Robles Granda | ## [The Grainger College of Engineering](https://grainger.illinois.edu/) * [Twitter](https://twitter.com/uofigrainger) * [Instagram](https://www.instagram.com/uofigrainger) * [Facebook](https://www.facebook.com/uofigrainger) * [LinkedIn](https://www.linkedin.com/school/uofigrainger) * [YouTube](https://www.youtube.com/channel/UCRjvSnTB2tOqfO5AXvOHGGw) * [Bluesky](https://web-cdn.bsky.app/profile/uofigrainger.bsky.social) * [](https://courses.physics.illinois.edu/cs410/fa2025/) 306 Engineering Hall MC 266 1308 West Green Street Urbana, IL 61801 Phone: [217-333-2280](tel:+12173332280) Fax: [](tel:+) Email: engineering@illinois.edu [](https://courses.physics.illinois.edu/cs410/fa2025/) [](https://courses.physics.illinois.edu/cs410/fa2025/) [](https://courses.physics.illinois.edu/cs410/fa2025/) [Get In Touch ](https://grainger.illinois.edu/get-in-touch) [Make a Gift](https://www.givecampus.com/campaigns/49285/donations/new) ## Explore * [Calendars](https://grainger.illinois.edu/calendars) * [Find People](https://grainger.illinois.edu/about/directory) * [Careers](https://grainger.illinois.edu/about/jobs) * [Maps & Facilities](https://grainger.illinois.edu/about/maps-and-facilities) * [Strategic Plan](https://grainger.illinois.edu/about/strategic-plan) * [Plan a Visit](https://grainger.illinois.edu/admissions/visit-campus) [**Chicago Office**](https://grainger.illinois.edu/about/chicago) 200 South Wacker Drive, 7th Floor Chicago, IL 60606 ## Connect * [Undergrad Programs & Student Inquiries](https://grainger.illinois.edu/academics/undergraduate) [217-333-2280](tel:+12173332280) * [Graduate & Professional Programs](https://grainger.illinois.edu/academics/graduate) Contact Us * [Online Programs & Initiatives](https://grainger.illinois.edu/academics/online) [217-333-6634](tel:+12173336634) * [Corporate & Research Partners](https://grainger.illinois.edu/corporate) [217-300-4671](tel:+12173004671) * [Office of Advancement](https://grainger.illinois.edu/alumni) * [Office of the Dean](https://grainger.illinois.edu/about/directory/leadership) * [Engineering IT](https://engrit.illinois.edu) [217-333-1313](tel:+12173331313) * [Office of Safety](https://safety.grainger.illinois.edu/) [217-300-3754](tel:+12173003754) * [Marketing and Communications](https://marcom.grainger.illinois.edu/) Contact Us * [Human Resources](https://hr.grainger.illinois.edu/) Contact Us [ ](https://illinois.edu/?utm_source=Grainger&utm_medium=web&utm_campaign=Header) ### Explore Campus * [University Admissions](https://illinois.edu/admissions/) * [Careers at Illinois](https://humanresources.illinois.edu/job-seekers/) * [University News](https://news.illinois.edu/) * [Visit Campus](https://illinois.edu/community/visit-illinois/) ### Connect with Illinois * [University Alumni](https://uiaa.org/) * [Giving at Illinois](https://giving.illinois.edu/) * [University Calendars](https://illinois.edu/calendars/) * [University Directory](https://directory.illinois.edu/search) ### Access University Resources * [Emergency Services](https://illinois.edu/campus-emergencies/) * [McKinley Health Center](https://mckinley.illinois.edu/) * [Connie Frank CARE Center](https://odos.illinois.edu/community-of-care/CAREcenter) * [University Library](https://www.library.illinois.edu/) * About Cookies * [Privacy Policy](https://www.vpaa.uillinois.edu/resources/web_privacy) * [Copyright © 2026](https://illinois.edu/copyright/) * [Accessibility](https://illinois.edu/about/accessibility/) * Webmaster * [Login](https://my.engr.illinois.edu/sitemanager/editpage.asp?id=17391) [](https://courses.physics.illinois.edu/cs410/fa2025/)