COMPUTER-AIDED CLASSIFICATION OF HUMAN-CHROMOSOMES - A REVIEW

被引:63
作者
CAROTHERS, A [1 ]
PIPER, J [1 ]
机构
[1] WESTERN GEN HOSP, MRC, HUMAN GENET UNIT, EDINBURGH EH4 2XU, MIDLOTHIAN, SCOTLAND
关键词
AUTOMATION; CHROMOSOME; CLASSIFICATION; KARYOTYPE; NEURAL NETWORK; PATTERN RECOGNITION; REVIEW;
D O I
10.1007/BF00142568
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Computer-aided imaging systems are now widely used in cytogenetic laboratories to reduce the tedium and labour-intensiveness of traditional methods of chromosome analysis. Automatic chromosome classification is an essential component of such systems, and we review here the statistical techniques that have contributed towards it. Although completely error-free classification has not been, nor is ever likely to be, achieved, error rates have been reduced to levels that are acceptable for many routine purposes. Further reductions are likely to be achieved through advances in basic biology rather than in statistical methodology. Nevertheless, the subject remains of interest to those involved in statistical classification, because of its intrinsic challenges and because of the large body of existing results with which to compare new approaches. Also, the existence of very large databases of correctly-classified chromosomes provides a valuable resource for empirical investigations of the statistical properties of classifiers.
引用
收藏
页码:161 / 171
页数:11
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