Knowledge Management System Of Institute of Semiconductors,CAS
Computational information geometry and its applications | |
Wang, SJ; Wang, SJ, Chinese Acad Sci, Inst Semicond, Artificial Neural Networks Lab, POB 912, Beijing 100083, Peoples R China. | |
2005 | |
会议名称 | International Conference on Neural Networks and Brain (ICNN&B 2005) |
会议录名称 | Proceedings of the 2005 International Conference on Neural Networks and Brain |
页码 | Vols 1-3: PL63-PL69 |
会议日期 | OCT 13-15, 2005 |
会议地点 | Beijing, PEOPLES R CHINA |
出版地 | 345 E 47TH ST, NEW YORK, NY 10017 USA |
出版者 | IEEE |
ISBN | 0-7803-9422-4 |
部门归属 | chinese acad sci, inst semicond, artificial neural networks lab, beijing 100083, peoples r china |
摘要 | Digitization is the main feature of modern Information Science. Conjoining the digits and the coordinates, the relation between Information Science and high-dimensional space is consanguineous, and the information issues are transformed to the geometry problems in some high-dimensional spaces. From this basic idea, we propose Computational Information Geometry (CIG) to make information analysis and processing. Two kinds of applications of CIG are given, which are blurred image restoration and pattern recognition. Experimental results are satisfying. And in this paper, how to combine with groups of simple operators in some 2D planes to implement the geometrical computations in high-dimensional space is also introduced. Lots of the algorithms have been realized using software. |
关键词 | Nonlinear Dimensionality Reduction Biomimetic Pattern-recognition |
学科领域 | 人工智能 |
主办者 | China Neural Networks Council.; IEEE Computat Intelligence Soc, Beijing Chapter.; Chinese Inst Elect.; Chinese Assoc Artificial Intelligence. |
收录类别 | CPCI-S |
语种 | 英语 |
文献类型 | 会议论文 |
条目标识符 | http://ir.semi.ac.cn/handle/172111/9940 |
专题 | 中国科学院半导体研究所(2009年前) |
通讯作者 | Wang, SJ, Chinese Acad Sci, Inst Semicond, Artificial Neural Networks Lab, POB 912, Beijing 100083, Peoples R China. |
推荐引用方式 GB/T 7714 | Wang, SJ,Wang, SJ, Chinese Acad Sci, Inst Semicond, Artificial Neural Networks Lab, POB 912, Beijing 100083, Peoples R China.. Computational information geometry and its applications[C]. 345 E 47TH ST, NEW YORK, NY 10017 USA:IEEE,2005:Vols 1-3: PL63-PL69. |
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