BIAS OF NEAREST NEIGHBOR ERROR-ESTIMATES

被引：42
作者：
FUKUNAGA, K
HUMMELS, DM
机构：
来源：
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE | 1987年 / 9卷 / 01期
关键词：
D O I：
10.1109/TPAMI.1987.4767875
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
引用
收藏
页码：103 / 112
页数：10
相关论文
共 17 条
[1]  
Beck J., 1979, Problems of Control and Information Theory, V8, P303
[2]  
Cover T. M., 1968, PROC HAWAII INT C SY, P413
[3]   NEAREST NEIGHBOR PATTERN CLASSIFICATION [J].
COVER, TM ;
HART, PE .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1967, 13 (01) :21-+
[4]   ON THE ALMOST EVERYWHERE CONVERGENCE OF NONPARAMETRIC REGRESSION FUNCTION ESTIMATES [J].
DEVROYE, L .
ANNALS OF STATISTICS, 1981, 9 (06) :1310-1319
[5]   ON THE INEQUALITY OF COVER AND HART IN NEAREST NEIGHBOR DISCRIMINATION [J].
DEVROYE, L .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1981, 3 (01) :75-78
[6]   DISTRIBUTION-FREE CONSISTENCY RESULTS IN NONPARAMETRIC DISCRIMINATION AND REGRESSION FUNCTION ESTIMATION [J].
DEVROYE, LP ;
WAGNER, TJ .
ANNALS OF STATISTICS, 1980, 8 (02) :231-239
[7]  
FRASER DAS, 1957, NONPARAMETRIC METHOD, pCH4
[8]   DISTRIBUTION-FREE EXPONENTIAL ERROR BOUND FOR NEAREST NEIGHBOR PATTERN-CLASSIFICATION [J].
FRITZ, J .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1975, 21 (05) :552-557
[9]   AN OPTIMAL GLOBAL NEAREST NEIGHBOR METRIC [J].
FUKUNAGA, K ;
FLICK, TE .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (03) :314-318
[10]   OPTIMIZATION OF K NEAREST-NEIGHBOR DENSITY ESTIMATES [J].
FUKUNAGA, K ;
HOSTETLER, LD .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1973, 19 (03) :320-326
12