| Paper Abstract and Keywords |
| Presentation |
2007-03-15 14:00
Incremental Semi-supervised Learning Based on Self-organized Incremental Neural Networks
Youki Kamiya, Toshiaki Ishii, Osamu Hasegawa (Tokyo Inst. of Tech.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We propose a method for incremental semi-supervised learning and recognition based on self-organized neural networks. It is available in the fluctuating environment where the number of recognition classes cannot be defined. In this method, the learning phase and recognition phase are not separated. We experimented an example of life-long semi-supervised learning task in real world. In the result, the proposed method was able to learn and recognize 30 objects incrementally, non-stop, and in real time. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
semi-supervised learning / incremental learning / Self-organizing incremental neural network (SOINN) / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 106, no. 589, NC2006-179, pp. 153-158, March 2007. |
| Paper # |
NC2006-179 |
| Date of Issue |
2007-03-08 (NC) |
| ISSN |
Print edition: ISSN 0913-5685 |
| Download PDF |
|
| Conference Information |
| Committee |
NC |
| Conference Date |
2007-03-14 - 2007-03-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tamagawa University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
General |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2007-03-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Incremental Semi-supervised Learning Based on Self-organized Incremental Neural Networks |
| Sub Title (in English) |
|
| Keyword(1) |
semi-supervised learning |
| Keyword(2) |
incremental learning |
| Keyword(3) |
Self-organizing incremental neural network (SOINN) |
| Keyword(4) |
|
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Youki Kamiya |
| 1st Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 2nd Author's Name |
Toshiaki Ishii |
| 2nd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 3rd Author's Name |
Osamu Hasegawa |
| 3rd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 4th Author's Name |
|
| 4th Author's Affiliation |
() |
| 5th Author's Name |
|
| 5th Author's Affiliation |
() |
| 6th Author's Name |
|
| 6th Author's Affiliation |
() |
| 7th Author's Name |
|
| 7th Author's Affiliation |
() |
| 8th Author's Name |
|
| 8th Author's Affiliation |
() |
| 9th Author's Name |
|
| 9th Author's Affiliation |
() |
| 10th Author's Name |
|
| 10th Author's Affiliation |
() |
| 11th Author's Name |
|
| 11th Author's Affiliation |
() |
| 12th Author's Name |
|
| 12th Author's Affiliation |
() |
| 13th Author's Name |
|
| 13th Author's Affiliation |
() |
| 14th Author's Name |
|
| 14th Author's Affiliation |
() |
| 15th Author's Name |
|
| 15th Author's Affiliation |
() |
| 16th Author's Name |
|
| 16th Author's Affiliation |
() |
| 17th Author's Name |
|
| 17th Author's Affiliation |
() |
| 18th Author's Name |
|
| 18th Author's Affiliation |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| Speaker |
Author-1 |
| Date Time |
2007-03-15 14:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
NC |
| Paper # |
NC2006-179 |
| Volume (vol) |
vol.106 |
| Number (no) |
no.589 |
| Page |
pp.153-158 |
| #Pages |
6 |
| Date of Issue |
2007-03-08 (NC) |