Title :
Computational Information Geometry and its Applications
Author_Institution :
Inst. of Semicond., Chinese Acad. of Sci., Beijing
Abstract :
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
Keywords :
computational geometry; image resolution; image restoration; blurred image restoration; computational information geometry; high-dimensional space; information science; pattern recognition; Brain modeling; Humans; Image restoration; Information analysis; Information geometry; Information science; Mathematical model; Pattern recognition; Space technology; Speech recognition;
Conference_Titel :
Neural Networks and Brain, 2005. ICNN&B '05. International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7803-9422-4
DOI :
10.1109/ICNNB.2005.1614866