Title :
Mediated and multi-level information processing
Author :
Kamimura, Ryotaro
Author_Institution :
Inf. Sci. Lab., Tokai Univ., Kanagawa, Japan
Abstract :
We propose information mediators to control information in internal representations. The information mediators can control the production of internal representations. Thus we can obtain appropriate internal representations, depending on the given targets. The information mediators were applied to multi-level information processing. In this processing information minimization is related to information maximization through the information mediators. Experimental results on language acquisition problems show that simple and well-interpretable internal representations can be obtained by the information mediators
Keywords :
information theory; learning (artificial intelligence); neural nets; optimisation; information maximization; information mediators; information minimization; information theory; internal representations; learning; multiple level information processing; neural nets; Data mining; Entropy; Feature extraction; Humans; Information analysis; Information processing; Information science; Laboratories; Minimization methods; Neural networks;
Conference_Titel :
Neural Networks, 1999. IJCNN '99. International Joint Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-7803-5529-6
DOI :
10.1109/IJCNN.1999.831168