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ICANN
2001
Springer
15 years 9 months ago
Product Unit Neural Networks with Constant Depth and Superlinear VC Dimension
Abstract. It has remained an open question whether there exist product unit networks with constant depth that have superlinear VC dimension. In this paper we give an answer by cons...
Michael Schmitt
ESANN
2007
15 years 6 months ago
Systematicity in sentence processing with a recursive self-organizing neural network
Abstract. As potential candidates for human cognition, connectionist models of sentence processing must learn to behave systematically by generalizing from a small traning set. It ...
Igor Farkas, Matthew W. Crocker
BMVC
1998
15 years 5 months ago
Choosing an Optimal Neural Network Size to aid a Search Through a Large Image Database
In this paper a fast method of selecting a neural network architecture for pattern recognition tasks is presented. We demonstrate that our proposed method of selecting both input ...
Kieron Messer, Josef Kittler
ICRA
2005
IEEE
97views Robotics» more  ICRA 2005»
15 years 10 months ago
Cognitive Based Neural Prosthetics
– Intense activity in neural prosthetic research has recently demonstrated the possibility of robotic interfaces that respond directly to the nervous system. The question remains...
Richard A. Andersen, Sam Musallam, Joel W. Burdick...
MICRO
2003
IEEE
70views Hardware» more  MICRO 2003»
15 years 9 months ago
Fast Path-Based Neural Branch Prediction
Microarchitectural prediction based on neural learning has received increasing attention in recent years. However, neural prediction remains impractical because its superior accur...
Daniel A. Jiménez