Sparse Coding in Sparse Winner Networks (2009)
Janusz A. Starzyk, Yinyin Liu, David Vogel
Abstract. This paper investigates a mechanism for reliable generation of sparse code in a sparsely connected, hierarchical, learning memory. Activity reduction is accomplished with local competitions...
Optimized Approximation Algorithm in Neural Networks Without Overfitting (2009)
Yinyin Liu, Janusz A. Starzyk, Senior Member, Zhen Zhu
Abstract—In this paper, an optimized approximation algorithm (OAA) is proposed to address the overfitting problem in function approximation using neural networks (NNs). The optimized approximation...
Hierarchical Self-organizing Learning Systems for Embodied Intelligence (2009)
In this work, a framework of designing embodied intelligence (EI), along with the essential elements and their design principles, is proposed. This work intends to deploy the following design...
Hierarchical Self-organizing Learning Systems for Embodied Intelligence (2009)
In this work, a framework of designing embodied intelligence (EI), along with the essential elements and their design principles, is proposed. This work intends to deploy the following design...
Hybrid Pipeline Structure for Self-Organizing Learning Array (2008)
Janusz A. Starzyk, Mingwei Ding, Yinyin Liu
Abstract. In recent years, many efforts have been put in applying the concept of reconfigurable computing to neural networks. In our previous pursuits, an innovative self-organizing learning array...
Piezoelectric sensor in the application of rolling bearing health monitoring / (2003)
Thesis (M.S.)--Old Dominion University, 2003.