Presentation | 2006-03-17 A Study on Optimality of Motor Command : Task Optimization and Sparse Representation Yutaka SAKAGUCHI, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The present report addresses the problem on motor command representation. Based on the framework where every motor command pattern is represented by a weighted-sum of base patterns with time-shifts, the author discusses the optimality of parameters (weights and time-shifts) and basis, in relation to the recent feature extraction model of visual system. Included topics are synergy decomposition, task optimization and sparse coding. Based on this disuccsion, the author proposes a new optimization criterion consisting of a "task optimization" term and a "parameter preference" term, and points out that this criterion can be utilized for solving the motor planning problem and for explaining characteristic features of human motor behavior. A computer-simulated experiment using a single-joint arm model shows that the generated trajectory satisfies Fitts'law, supporting the above view. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | motor representation / basis extraction / synergy decomposition / task optimization / sparse coding / motor planning |
Paper # | NC2005-158 |
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Committee | NC |
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Conference Date | 2006/3/10(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Study on Optimality of Motor Command : Task Optimization and Sparse Representation |
Sub Title (in English) | |
Keyword(1) | motor representation |
Keyword(2) | basis extraction |
Keyword(3) | synergy decomposition |
Keyword(4) | task optimization |
Keyword(5) | sparse coding |
Keyword(6) | motor planning |
1st Author's Name | Yutaka SAKAGUCHI |
1st Author's Affiliation | University of Electro-Communications, Graduate School of Information Systems() |
Date | 2006-03-17 |
Paper # | NC2005-158 |
Volume (vol) | vol.105 |
Number (no) | 659 |
Page | pp.pp.- |
#Pages | 6 |
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