MIL - The University of Tennessee
the university of tennessee machine intelligence lab
  
Tom Karnowski, Ph.D. candidate
  
Science and Engineering Facility Room 213
1414 Circle Drive
University of Tennessee
Knoxville, TN 37996-2100
  
Research Deep Machine Learning Systems 
  
  Deep machine learning algorithms and architectures
  I study deep machine learning systems that utilize non-linear function approximation techniques to scale and improve convergence properties. Applications include robust pattern recognition in high-dimensional spaces.
  
Selected Publications
  
[1]     I. Arel, D. Rose, T. Karnowski, "A Deep Learning Architecture Comprising Homogeneous Cortical Circuits for Scalable Spatiotemporal Pattern Inference," to appear in the NIPS 2009 Workshop on Deep Learning for Speech Recognition and Related Applications , December, 2009 [pdf]