ICONIP 2007 | Sciweavers

This paper contrasts three related regularization schemes for kernel machines using a least squares criterion, namely Tikhonov and Ivanov regularization and Morozov's discrepa...

Kristiaan Pelckmans, Johan A. K. Suykens, Bart De ...

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ICONIP
2004

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Non-linear Dimensionality Reduction by Locally Linear Isomaps

14 years 3 months ago

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Algorithms for nonlinear dimensionality reduction (NLDR) find meaningful hidden low-dimensional structures in a high-dimensional space. Current algorithms for NLDR are Isomaps, Loc...

Ashutosh Saxena, Abhinav Gupta, Amitabha Mukerjee

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30

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ICONIP
2004

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Applications of Independent Component Analysis

14 years 3 months ago

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Erkki Oja

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61

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ICONIP
2004

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Evaluation of Comprehensive Learning Particle Swarm Optimizer

14 years 3 months ago

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Abstract. Particle Swarm Optimizer (PSO) is one of the evolutionary computation techniques based on swarm intelligence. Comprehensive Learning Particle Swarm Optimizer (CLPSO) is a...

Jing J. Liang, A. Kai Qin, Ponnuthurai N. Sugantha...

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35

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ICONIP
2004

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Genetic Algorithm for Optimal Imperceptibility in Image Communication Through Noisy Channel

14 years 3 months ago

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Abstract. Data embedding in digital images involves a trade off relationship among imperceptibility, robustness, data security and embedding rate etc. Genetic Algorithms (GA) can b...

Santi P. Maity, Malay Kumar Kundu, Prasanta Kumar ...

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36

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ICONIP
2004

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The Most Robust Loss Function for Boosting

14 years 3 months ago

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Boosting algorithm is understood as the gradient descent algorithm of a loss function. It is often pointed out that the typical boosting algorithm, Adaboost, is seriously affected ...

Takafumi Kanamori, Takashi Takenouchi, Shinto Eguc...

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25

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ICONIP
2004

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Tamil Handwriting Recognition Using Subspace and DTW Based Classifiers

14 years 3 months ago

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Niranjan Joshi, G. Sita, A. G. Ramakrishnan, Sriga...

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43

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ICONIP
2004

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Generalization in Learning Multiple Temporal Patterns Using RNNPB

14 years 3 months ago

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Abstract. This paper examines the generalization capability in learning multiple temporal patterns by the recurrent neural network with parametric bias (RNNPB). Our simulation expe...

Masato Ito, Jun Tani

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ICONIP
2004

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Fault Diagnosis for Industrial Images Using a Min-Max Modular Neural Network

14 years 3 months ago