| Presentation | 2013-04-26 Multi-layered GMDH-type neural network using Prediction Sum of Square (PSS) and its application to medical image diagnosis of liver cancer Tadashi Kondo, Junji Ueno, Schoichiro Takao, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, a multi-layered Group Method of Data Handling (GMDH)-type neural network using Prediction Sum of Squares (PSS) is proposed. This revised GMDH-type neural network algorithm has an ability of self-selecting optimum neural network architecture from three neural network architectures such as sigmoid function neural network, radial basis function (RBF) neural network and polynomial neural network. The revised GMDH-type neural network also have abilities of self-selecting the number of layers, the number of neurons in hidden layers and useful input variables. This algorithm is applied to medical image recognition of the liver cancer and it is shown that this algorithm is useful for medical image recognition of the liver cancer and is very easy to apply practical complex problem because optimum neural network architecture is automatically organized. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | GMDH / Neural network / Medical image diagnosis |
| Paper # | IE2013-7 |
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| Conference Information | |
| Committee | IE |
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| Conference Date | 2013/4/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Image Engineering (IE) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Multi-layered GMDH-type neural network using Prediction Sum of Square (PSS) and its application to medical image diagnosis of liver cancer |
| Sub Title (in English) | |
| Keyword(1) | GMDH |
| Keyword(2) | Neural network |
| Keyword(3) | Medical image diagnosis |
| 1st Author's Name | Tadashi Kondo |
| 1st Author's Affiliation | Graduate School of Health Sciences, The University of Tokushima() |
| 2nd Author's Name | Junji Ueno |
| 2nd Author's Affiliation | Graduate School of Health Sciences, The University of Tokushima |
| 3rd Author's Name | Schoichiro Takao |
| 3rd Author's Affiliation | Graduate School of Health Sciences, The University of Tokushima |
| Date | 2013-04-26 |
| Paper # | IE2013-7 |
| Volume (vol) | vol.113 |
| Number (no) | 20 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |