| Budget Amount *help |
¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
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| Outline of Final Research Achievements |
We have developed a new smart learning method called SSF for a real-valued multilayer perceptron (MLP), which makes good use of singular regions to stably and successively find a series of excellent solutions for MLPs with different hidden units. Moreover, we have developed a new learning method called C-SSF for a complex-valued MLP, which utilizes singular regions and Wirtinger calculus. C-SSF showed excellent performance for both fitting of a heavily swirling function and prediction of chaotic behavior.
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