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Issue No. 04 - April (1968 vol. 17)
ISSN: 0018-9340
pp: 399-401
Abstract?The results of three experiments with Highleyman's hand-printed characters are reported. Nearest-neighbor classification is used to explain the high error rates (42 to 60 percent) obtained by general statistical procedures. An error rate of 32 percent is obtained by preceding piecewise-linear classification by edge-detecting preprocessing. The minimum human error rate is estimated, and suggested as a performance standard.
Index Terms?Character recognition, classification, feature extraction, human performance, nearest-neighbor classification, pattern recognition, preprocessing.
R.O. Duda, J.H. Munson, P.E. Hart, "Experiments with Highleyman's Data", IEEE Transactions on Computers, vol. 17, no. , pp. 399-401, April 1968, doi:10.1109/TC.1968.229391
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