OPTIMAL DETECTION, CLASSIFICATION, AND SUPERPOSITION RESOLUTION IN NEURAL WAVE-FORM RECORDINGS

被引:76
作者
BANKMAN, IN [1 ]
JOHNSON, KO [1 ]
SCHNEIDER, W [1 ]
机构
[1] JOHNS HOPKINS UNIV,DEPT NEUROSCI,BALTIMORE,MD 21205
关键词
D O I
10.1109/10.238472
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The effects of noise autocorrelation on neural waveform recognition (detection, classification, and superposition resolution) are investigated in this study using microelectrode recordings from the cortex of a monkey. Optimal waveform recognition is accomplished by passing the data through a whitening filter before matched filtering for detection or template matching for classification and superposition resolution. Template matching without whitening requires about 40% higher signal-to-noise ratio than template matching with whitening for comparable classification and superposition resolution. The comparable difference for detection is 15%.
引用
收藏
页码:836 / 841
页数:6
相关论文
共 23 条
[1]   MULTI-SPIKE TRAIN ANALYSIS [J].
ABELES, M ;
GOLDSTEIN, MH .
PROCEEDINGS OF THE IEEE, 1977, 65 (05) :762-773
[2]  
ATIYA AF, 1988, NEURAL INFORMATION P, P95
[3]  
Box G.E.P., 1976, TIME SERIES ANAL
[4]   SPIKE RECOGNITION AND ONLINE CLASSIFICATION BY UNSUPERVISED LEARNING-SYSTEM [J].
DHOLLANDER, EH ;
ORBAN, GA .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1979, 26 (05) :279-284
[5]   REAL-TIME CLASSIFICATION OF MULTIUNIT NEURAL SIGNALS USING REDUCED FEATURE SETS [J].
DINNING, GJ ;
SANDERSON, AC .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1981, 28 (12) :804-812
[6]  
Duda R. O., 1973, PATTERN CLASSIFICATI, V3
[7]   AUTOMATIC CLASSIFICATION AND ANALYSIS OF MICRONEUROGRAPHIC SPIKE DATA USING A PC/AT [J].
FORSTER, C ;
HANDWERKER, HO .
JOURNAL OF NEUROSCIENCE METHODS, 1990, 31 (02) :109-118
[8]   CRITERIA FOR EVALUATING MULTIUNIT SPIKE SEPARATION TECHNIQUES [J].
HEETDERKS, WJ .
BIOLOGICAL CYBERNETICS, 1978, 29 (04) :215-220
[9]   A MICROPROCESSOR-BASED INSTRUMENT FOR NEURAL PULSE-WAVE ANALYSIS [J].
KOJIMA, GK ;
BRACCHI, F .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1980, 27 (09) :515-519
[10]   A PROCEDURE FOR DECOMPOSING THE MYOELECTRIC SIGNAL INTO ITS CONSTITUENT ACTION-POTENTIALS .1. TECHNIQUE, THEORY, AND IMPLEMENTATION [J].
LEFEVER, RS ;
DE LUCA, CJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1982, 29 (03) :149-157