Introduction to data mining for medical informatics

被引:13
作者
Brown, Donald E. [1 ]
机构
[1] Univ Virginia, Dept Syst & Informat Engn, Charlottesville, VA 22904 USA
关键词
D O I
10.1016/j.cll.2007.10.008
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
1001 ;
摘要
Data mining consists of a series of techniques for the discovery of patterns in large databases. This article provides an introduction to common data mining techniques with a view toward their use. The article begins by describing methods for discovering and exploring associations in observations and variables. The discussion then turns to methods for prediction. These techniques discover relationships between sets of variables. The article concludes with a description of evaluative techniques that are useful for assessing the results from data mining.
引用
收藏
页码:9 / +
页数:28
相关论文
共 13 条
[1]  
[Anonymous], 1996, Advances in Knowledge Discovery and Data Mining, DOI DOI 10.1007/978-3-319-31750-2.
[2]   SmcHD1, containing a structural-maintenance-of-chromosomes hinge domain, has a critical role in X inactivation [J].
Blewitt, Marnie E. ;
Gendrel, Anne-Valerie ;
Pang, Zhenyi ;
Sparrow, Duncan B. ;
Whitelaw, Nadia ;
Craig, Jeffrey M. ;
Apedaile, Anwyn ;
Hilton, Douglas J. ;
Dunwoodie, Sally L. ;
Brockdorff, Neil ;
Kay, Graham F. ;
Whitelaw, Emma .
NATURE GENETICS, 2008, 40 (05) :663-669
[3]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[4]  
Brown D. E., 1993, Conference Proceedings. 1993 International Conference on Systems, Man and Cybernetics. Systems Engineering in the Service of Humans (Cat. No.93CH3242-5), P475, DOI 10.1109/ICSMC.1993.385057
[5]   INDEPENDENT COMPONENT ANALYSIS, A NEW CONCEPT [J].
COMON, P .
SIGNAL PROCESSING, 1994, 36 (03) :287-314
[6]  
COPAS JB, 1983, J R STAT SOC B, V45, P311
[7]   A decision-theoretic generalization of on-line learning and an application to boosting [J].
Freund, Y ;
Schapire, RE .
JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 1997, 55 (01) :119-139
[8]  
Hand D.J., 2001, ADAP COMP MACH LEARN
[9]   RIDGE REGRESSION - BIASED ESTIMATION FOR NONORTHOGONAL PROBLEMS [J].
HOERL, AE ;
KENNARD, RW .
TECHNOMETRICS, 1970, 12 (01) :55-&
[10]  
Kahneman D., 1981, JUDGMENT UNCERTAINTY, P201, DOI DOI 10.1017/CBO9780511809477