sparse signal models, structured sparse approximation, feature extraction and distributed processing in sensory neural systems, theoretical models for sparse population coding, neural data analysis, and compressive sensing.
[SMALL 2011] E.L. Dyer, R.G Baraniuk: Learning modular dictionaries: From atoms to molecules. SMALL Workshop on Sparse Dictionary Learning, London, UK, January 2011.
[OCNS 2010] E.L. Dyer, D.H. Johnson, R.G Baraniuk: Learning modular representations from global sparse coding networks. San Antonio, TX, July 2010.
[COSYNE 2010] E.L. Dyer, D.H. Johnson, R.G Baraniuk: Sparse coding in modular networks. Salt Lake City, UT, February 2010.
[KECK 2009] E.L. Dyer, R.J. Cotton, M. Froudarakis, A.S. Tolias, D.H. Johnson, R.G. Baraniuk: Methods for analyzing the in-vivo activity of neuronal populations from two-photon calcium imaging data, Presented at (1) ECE Affiliates 2009 at Rice University and (2) 19th Keck Center Annual Research Conference, M.D. Anderson Cancer Prevention Building, Houston, TX, October 2009.
[OCNS 2009] E.L. Dyer, D.H. Johnson, R.G Baraniuk: Sparse coding with population sketches, Berlin, Germany, July 2009.
[KECK 2008] E.L. Dyer, D. Johnson, R.G. Baraniuk: Connectivity Constrained Sparse Coding in V1, 18th Keck Center Annual Research Conference, M.D. Anderson Cancer Prevention Building, Houston, TX, October 2008.
[ISMRM 2007] G. Fischer, E.L. Dyer, C. Csoma, A. Deguet, C. Weiss, J. Carrino, G. Fichtinger: Evaluation of MR Image Overlay for Spinal Interventions, International Society for Magnetic Resonance in Medicine (ISMRM) 2007, Berlin, Germany, May 2007.
talks
"Learning sparse structure from signals and data ensembles", TNO Radar & Transceivers Division, Den Haag, Netherlands, July 7, 2011.
"Hybrid modeling of non-stationary process variations", Design and Automation Conference, 2011.
"Endogenous sparse recovery from finite unions of subspaces", Signal Processing with Adaptive Structured Sparse Representations (SPARS) Workshop, June 30, 2011.
"Exploiting Dispersive Structure in Sparse Spike Recovery", University of Edinburgh, Institute for Digital Communications (IDCOM) Seminar, January 11, 2011.
"Spike Recovery with Structured Sparse Approximation", Latent Variable Analysis & Signal Separation (LVA/ICA 2010), Saint Malo, France, September 30, 2010.
"Sparse Coding in Modular Networks", Interdisciplinary Workshop on Modern Mathematical Methods for High-Dimensional Data, VUB, Brussels, Belgium, April 7, 2010.
"Structured Sparse Coding in the Visual Cortex", 19th Keck Center Annual Research Conference, M.D. Anderson Cancer Prevention Building, Houston, TX, October 30, 2009.
software
Rapid Characterization of FPGAs with Matrix Completion
(Code)(Paper)