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- W2153902988 abstract "In integrated segmentation and recognition (ISR) of handwritten character strings, the underlying classifier is desired to be accurate in character classification and resistant to non-character patterns (also called garbage or outliers). This paper compares the performance of a number of statistical and neural classifiers in ISR. Each classifier has some variations depending on learning method: maximum likelihood estimation (MLE), discriminative learning (DL) under the minimum square error (MSE) or minimum classification error (MCE) criterion, or enhanced DL (EDL) with outlier samples. A heuristic pre-segmentation method is proposed to generate candidate cuts and character patterns. The methods were tested on the 5-digit Zip code images in CEDAR CDROM-1. The results show that training with outliers is crucial for neural classifiers in ISR. The best result was given by the learning quadratic discriminant function (LQDF) classifier." @default.
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- W2153902988 date "2003-06-25" @default.
- W2153902988 modified "2023-09-27" @default.
- W2153902988 title "Integrated segmentation and recognition of handwritten numerals: comparison of classification algorithms" @default.
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- W2153902988 doi "https://doi.org/10.1109/iwfhr.2002.1030927" @default.
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