| Budget Amount *help |
¥17,810,000 (Direct Cost: ¥13,700,000、Indirect Cost: ¥4,110,000)
Fiscal Year 2009: ¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000)
Fiscal Year 2008: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2007: ¥7,020,000 (Direct Cost: ¥5,400,000、Indirect Cost: ¥1,620,000)
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| Research Abstract |
The systematization of discriminative training methods was conducted based on equivalence between misclassification measure and functional margin and on a unified formalization of microscopic- and macroscopic-unit classification. In addition, a geometric margin was derived for a general class of discriminant functions, and a new MCE method was developed by employing the geometric margin as the misclassification measure. The incremental-MCE method was also formalized that consisted of stepwise MCE training for the elemental weak classifiers. The results were implemented in educational software named DISCERN.
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