2007 |
17 | EE | Minkook Cho,
Dongwoo Yoon,
Hyeyoung Park:
A Subspace Method Based on Data Generation Model with Class Information.
ICONIP (1) 2007: 547-555 |
2006 |
16 | EE | Hyeyoung Park,
Minkook Cho:
Classification of Bio-data with Small Data Set Using Additive Factor Model and SVM.
Australian Conference on Artificial Intelligence 2006: 770-779 |
15 | EE | Shun-ichi Amari,
Hyeyoung Park,
Tomoko Ozeki:
Singularities Affect Dynamics of Learning in Neuromanifolds.
Neural Computation 18(5): 1007-1065 (2006) |
2005 |
14 | EE | Minkook Cho,
Hyeyoung Park:
A Robust SVM Design for Multi-class Classification.
Australian Conference on Artificial Intelligence 2005: 1335-1338 |
13 | EE | Hyeyoung Park:
Multilayer Perceptron and Natural Gradient Learning.
New Generation Comput. 24(1): (2005) |
2004 |
12 | EE | Hyeyoung Park,
Masato Inoue,
Masato Okada:
Learning Dynamics of Neural Networks with Singularity - Standard Gradient vs. Natural Gradient.
PRICAI 2004: 282-291 |
11 | EE | Hyeyoung Park,
Noboru Murata,
Shun-ichi Amari:
Improving Generalization Performance of Natural Gradient Learning Using Optimized Regularization by NIC.
Neural Computation 16(2): 355-382 (2004) |
2003 |
10 | EE | Shun-ichi Amari,
Tomoko Ozeki,
Hyeyoung Park:
Learning and inference in hierarchical models with singularities.
Systems and Computers in Japan 34(7): 34-42 (2003) |
2002 |
9 | EE | Hyunjin Lee,
Hyeyoung Park,
Yillbyung Lee:
Network Optimization through Learning and Pruning in Neuromanifold.
PRICAI 2002: 169-177 |
8 | EE | Kwanyong Lee,
Hyeyoung Park:
A Statistical Identification and Verification Method for Biometrics.
PRICAI 2002: 611 |
2001 |
7 | EE | Shun-ichi Amari,
Tomoko Ozeki,
Hyeyoung Park:
Generalization Error and Training Error at Singularities of Multilayer Perceptrons.
IWANN (1) 2001: 325-332 |
6 | EE | Hyeyoung Park:
Practical Consideration on Generalization Property of Natural Gradient Learning.
IWANN (1) 2001: 402-408 |
5 | EE | Shun-ichi Amari,
Hyeyoung Park,
Tomoko Ozeki:
Geometrical Singularities in the Neuromanifold of Multilayer Perceptrons.
NIPS 2001: 343-350 |
2000 |
4 | | Hyeyoung Park,
Kenji Fukumizu,
Shun-ichi Amari,
Yillbyung Lee:
An Efficient Learning Algorithm Using Naturla Gradient and Second Order Information of Error Surface.
PRICAI 2000: 199-207 |
3 | | Shun-ichi Amari,
Hyeyoung Park,
Kenji Fukumizu:
Adaptive Method of Realizing Natural Gradient Learning for Multilayer Perceptrons.
Neural Computation 12(6): 1399-1409 (2000) |
2 | EE | Hyeyoung Park,
Shun-ichi Amari,
Kenji Fukumizu:
Adaptive natural gradient learning algorithms for various stochastic models.
Neural Networks 13(7): 755-764 (2000) |
1996 |
1 | | Hyeyoung Park,
Kwanyong Lee,
Yillbyung Lee:
Adaptive SEJONG-NET for On-line Hangul Recognition.
PRICAI 1996: 447-458 |