| Budget Amount *help |
¥13,810,000 (Direct Cost: ¥11,500,000、Indirect Cost: ¥2,310,000)
Fiscal Year 2009: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2008: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2007: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2006: ¥3,800,000 (Direct Cost: ¥3,800,000)
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| Research Abstract |
We analyzed some learning machines such as support vector machines from the geometrical viewpoint. As results, we proposed a low-complexity SVM with theoretical background and give an analysis to dual-structured learning machines and self-organizing map. Information theory, on the other hand, revealed convergence properties of reinforcement learning and is applied to pattern recognition problems such as dissimilarity. Machine learning methods are also applied to human modeling such as drivers assist systems.
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