| Presentation | 2005-01-21 Improvement in system of detecting abnormal shadows in mammograms using ensemble learning with feature selection Mitsutaka NEMOTO, Akinobu SHIMIZU, Hidefumi KOBATAKE, Hideya TAKEO, Shigeru NAWANO, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The classifier plays an important role in the system of detecting abnormal shadows in mammograms. Since such pattern recognition problem is really complexity, it is difficult to make the classifier with high detection accuracy level and high generalization ability. In this paper, we propose the method using ensemble leaming methods (e.g. Bagging method and Ada-Boosting method) with feature selection to solve the trade-off problem between accuracy and generalization. And we also show the classification results using real mammograms. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Ensemble leaming / Feature selection / Classifier / Mammography / Abnormal shadow / CAD (Computer-aided diagnosis) |
| Paper # | MI2004-72 |
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| Conference Information | |
| Committee | MI |
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| Conference Date | 2005/1/14(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Medical Imaging (MI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Improvement in system of detecting abnormal shadows in mammograms using ensemble learning with feature selection |
| Sub Title (in English) | |
| Keyword(1) | Ensemble leaming |
| Keyword(2) | Feature selection |
| Keyword(3) | Classifier |
| Keyword(4) | Mammography |
| Keyword(5) | Abnormal shadow |
| Keyword(6) | CAD (Computer-aided diagnosis) |
| 1st Author's Name | Mitsutaka NEMOTO |
| 1st Author's Affiliation | Graduate school of Bio-Applications and Systems Engineering, Tokyo University of Agriculture and Technology() |
| 2nd Author's Name | Akinobu SHIMIZU |
| 2nd Author's Affiliation | Graduate school of Bio-Applications and Systems Engineering, Tokyo University of Agriculture and Technology |
| 3rd Author's Name | Hidefumi KOBATAKE |
| 3rd Author's Affiliation | Graduate school of Bio-Applications and Systems Engineering, Tokyo University of Agriculture and Technology |
| 4th Author's Name | Hideya TAKEO |
| 4th Author's Affiliation | Fuji Photo Film Co., Ltd. |
| 5th Author's Name | Shigeru NAWANO |
| 5th Author's Affiliation | National Cancer Center Hospital East |
| Date | 2005-01-21 |
| Paper # | MI2004-72 |
| Volume (vol) | vol.104 |
| Number (no) | 579 |
| Page | pp.pp.- |
| #Pages | 6 |
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