262 | Short Course Announcement[Topics on Data Mining]
![]() ![]() |
||
---|---|---|---|
°³ÃÖÀÏÀÚ | 2001/07/04~10 | ±¹³»/±¹¿Ü | |
ȨÆäÀÌÁö | http:// | Àå ¼Ò | |
Short Course Announcement "Topics on Data Mining" °»ç : È« ¼¼Áعڻç (¹Ì±¹ IBM Watson ¿¬±¸¼Ò) 2001³â 7¿ù 4ÀÏ - 10ÀÏ Àå¼Ò: Çѱ¹°úÇбâ¼ú¿ø Àü»êÇаú ¿ø°Ý°ÀÇ½Ç ------------------------------------------------------------ °ÀÇ ³»¿ë 7¿ù 4ÀÏ(¼ö) 1. Introduction to data mining General overview of all aspects of data mining. 7¿ù 5ÀÏ(¸ñ) 2. Collaborative filtering and item recommendation Overview of collaborative filtering approaches and a discussion on a new approach on item recommendation based on separating the associative vs. renewal buying. 7¿ù 6ÀÏ(±Ý) 3. Unsupervised learning (clustering) Introduction to various aspects of unsupervised learning: techniques, strength/weakness, scaling and robustness issues. 7¿ù 9ÀÏ(¿ù) 4. Predictive model generation and evaluation. Overview of many model families for classification and regression. Use of multiple models. Graphical models. Probabilistic models. Evaluation issues for model generation phase and model use phase. 7¿ù 10ÀÏ(È) 5. Feature selection and discretization Discussions on issues and techniques for selecting (or generating) a good set of features, discretization of numeric features, bio-informatics pattern features. °»ç ¾à·Â Dr. Se June Hong (IBM Watson Research Center) 1966 B.Sc. in Electronics Engineering, Seoul National University, Seoul, Korea. 1967 M. S. in Electrical Engineering, University of Illinois (Urbana). 1969 Ph.D. in Electrical Engineering, University of Illinois (Urbana). 1966-1978 IBM-Staff Engineer (1969), Advisory Engineer (1973),Senior Engineer (1978). 1974-1975 Visiting associate professor at University of Illinois at Urbana, Dept. of EE and Coordinated Science Lab. 1978-Present Research Staff Member, IBM T. J. Watson Research Center. ¹®ÀÇó ¹× ½Åû : KAIST ÀΰøÁö´É¿¬±¸¼¾ÅÍ ±è ±¤ÀÎ ¹Ú»ç (kimki@ai.kaist.ac.kr tel: 042-869-8711) °ÀÇ·á: ¹«·á ÀÌ °Á´ BK21 KAIST Á¤º¸»ç¾÷´ÜÀÇ Çؿܼ®ÇÐ Ãʺù»ç¾÷¿¡¼ Áö¿øµË´Ï´Ù. |
Copyright(c) Computer Science Engineering Research Information Center. All rights reserved.