1、An Introduction to Datawarehousing and Datamining School of Computer ScienceCivil Aviation University of China Nov. 2015基本信息基本信息o 时间： 周二 12，周三 78，周四 34，第 12-18周o 地点： 北 14-S407o 总学时 : 36学时o 教学方式 : 讲授、讨论Instructorn Name Feng Xian Office N25-511n Phone No. 24092914 n Email ; n QQ 1697306357n msn n Offi
2、ce hour by appointmentn Research Interest Data mining，Content-based image retrievalPreparatory Knowledgeo Programming Languageo Data Structureso Algorithmso Database Management Systems o Artificial Intelligence or Machine LearningCoveragen Introductionn Data Preprocessingn Getting to Know Your Datan
3、 Data Warehouse and OLAP Technology: An Introductionn Mining Frequent Patterns, Association and Correlationsn Classification and Predictionn Cluster AnalysisTextbookn JiaweiHan and MichelineKamber. Data Mining: Concepts and Techniques. Morgan Kaufmann Publishers, 2012. n 范明、孟小峰等译，数据挖掘概念与技术，机械工业出版社，2
4、012年 8月n A collection of papers in recent conferences and journals参考教材参考教材n 数据挖掘原理 , David Hand, Heikki Mannila和 Padhraic Smyth著，机械工业出版社 (2003)n 史忠植，知识发现，清华大学出版社， 2002n 李晓明 , 闫宏飞 , 王继民 . 搜索引擎原理、技术与系统 . 北京 : 科学出版社 . 2005 n Principles of Data Mining, by Hand, Mannila, and Smyth, MIT Press, 2001. (ISBN
5、:0-262-08290-X) n The Elements of Statistical Learning - Data Mining, Inference, and Prediction, by Hastie, Tibshirani, and Friedman, Springer, 2001. (ISBN:0-387-95284-5) n Mining the Web - Discovering Knowledge from Hypertext Data, by Chakrabarti, Morgan Kaufmann, 2003. (ISBN:1-55860-754-4) KDD Ref
6、erenceso Data mining and KDD (SIGKDD: CDROM)n Conferences: ACM-SIGKDD, IEEE-ICDM, SIAM-DM, PKDD, PAKDD, etc.n Journal: Data Mining and Knowledge Discovery, KDD Explorationso Database systems (SIGMOD: CD ROM)n Conferences: ACM-SIGMOD, ACM-PODS, VLDB, IEEE-ICDE, EDBT, ICDT, DASFAAn Journals: ACM-TODS,
7、 IEEE-TKDE, JIIS, J. ACM, etc.o AI & Machine Learningn Conferences: Machine learning (ICML), AAAI, IJCAI, COLT (Learning Theory), etc.n Journals: Machine Learning, Artificial Intelligence, etc.KDD Referenceso Statisticsn Conferences: Joint Stat. Meeting, etc.n Journals: Annals of statistics, etc.o B
8、ioinformaticsn Conferences: ISMB, RECOMB, PSB, CSB, BIBE, etc.n Journals: J. of Computational Biology, Bioinformatics, etc.o Visualizationn Conference proceedings: CHI, ACM-SIGGraph, etc.n Journals: IEEE Trans. visualization and computer graphics, etc.o http:/www-faculty.cs.uiuc.edu/hanj/index.htmlo Weka project www.cs.waikato.ac.nz/ml/index.htmlGrading schemeAssignment 1: Data mining tools study 40%Assignment 2: Mining a data set45%Attendance and participation 15%
