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
ISBN0-7803-9422-4
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.
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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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