OUTLIER REDUCTION BY AN OPTION-3 MEASUREMENT SCHEME

被引:8
作者
NAMGUNG, YY
YANG, MCK
机构
[1] Department of Statistics, University of Florida, Gainesville
关键词
MEASUREMENT ERROR; MIXTURE OF NORMALS; OUTLIERS; REPEATED MEASURES;
D O I
10.2307/2533207
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Detecting changes in longitudinal data is important in medical research. However, the existence of measurement outliers can cause an unexpected increase in the false alarm rate in claiming changes. To reduce the outliers, a new method has been developed. In this scheme, two measures are initially taken and, if they are closer than a specified threshold, the average of the two is considered to be the estimate of the true mean; otherwise a third measurement is taken, and the mean of the closest pair is considered to be the estimate. It is shown that this method has considerable sample size advantage over naive repeated measurements. Moreover, this scheme is robust for outlier error distribution. Evidence on outlier removal in dental attachment probing is used as an example.
引用
收藏
页码:173 / 182
页数:10
相关论文
共 15 条
[1]   RELIABILITY OF ATTACHMENT LOSS MEASUREMENTS IN A LONGITUDINAL CLINICAL-TRIAL [J].
BEST, AM ;
BURMEISTER, JA ;
GUNSOLLEY, JC ;
BROOKS, CN ;
SCHENKEIN, HA .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1990, 17 (08) :564-569
[2]   A NOTE ON THE GENERATION OF RANDOM NORMAL DEVIATES [J].
BOX, GEP ;
MULLER, ME .
ANNALS OF MATHEMATICAL STATISTICS, 1958, 29 (02) :610-611
[3]  
Chatfield C., 1991, STAT SCI, V6, P240, DOI DOI 10.1214/SS/1177011686]
[4]   CLINICAL MEASUREMENTS OF PERIODONTITIS [J].
GOODSON, JM .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1986, 13 (05) :446-455
[5]   RISK INDICATORS FOR FUTURE CLINICAL ATTACHMENT LOSS IN ADULT PERIODONTITIS - PATIENT VARIABLES [J].
GRBIC, JT ;
LAMSTER, IB ;
CELENTI, RS ;
FINE, JB .
JOURNAL OF PERIODONTOLOGY, 1991, 62 (05) :322-329
[6]   CHANGE IN ATTACHMENT LEVEL [J].
GUNSOLLEY, JC ;
BEST, AM .
JOURNAL OF PERIODONTOLOGY, 1988, 59 (07) :450-456
[7]   NON-GAUSSIAN DISTRIBUTION OF DIFFERENCES BETWEEN DUPLICATE PROBING DEPTH MEASUREMENTS [J].
JANSSEN, PTM ;
FABER, JAJ ;
HELDERMAN, WHV .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1987, 14 (06) :345-349
[8]   ACCURACY OF REPEATED SINGLE VERSUS AVERAGES OF REPEATED DUPLICATES OF PROBING DEPTH MEASUREMENTS [J].
JANSSEN, PTM ;
DRAYER, A ;
FABER, JAJ ;
HELDERMAN, WHV .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1988, 15 (09) :569-574
[9]   CONTROLLED FORCE MEASUREMENTS OF GINGIVAL ATTACHMENT LEVEL MADE WITH THE TORONTO AUTOMATED PROBE USING ELECTRONIC GUIDANCE [J].
KARIM, M ;
BIREK, P ;
MCCULLOCH, CA .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1990, 17 (08) :594-600
[10]   REPRODUCIBILITY OF ATTACHMENT LEVEL MEASUREMENTS WITH 2 MODELS OF THE FLORIDA PROBE [J].
MARKS, RG ;
LOW, SB ;
TAYLOR, M ;
BAGGS, R ;
MAGNUSSON, I ;
CLARK, WB .
JOURNAL OF CLINICAL PERIODONTOLOGY, 1991, 18 (10) :780-784