Deniz Erdogmus

Deniz Erdogmus received his B.S. degrees in electrical engineering and mathematics in 1997, and his M.S. degree in electrical engineering, with emphasis on systems and control, in 1999, all from the Middle East Technical University, Turkey. He received his Ph.D. degree in electrical engineering from the University of Florida, Gainesville, in 2002. Since 1999, he has been with the Computational NeuroEngineering Laboratory, University of Florida, working with Jose Principe. His current research interests include information-theoretic aspects of adaptive signal processing and machine learning, as well as their applications to problems in communications, biomedical signal processing, and controls. He is the recipient of the IEEE SPS 2003 Young Author Award, and is a Member of IEEE, Tau Beta Pi, and Eta Kappa Nu.

Biography Updated on 23 March 2005

Articles in Scholarly Journals [Incomplete List]

  1. Maximally Informative Feature and Sensor Selection in Pattern Recognition Using Local and Global Independent Component Analysis
    The Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology, vol. 48, no. 1-2, pp. 39–52, 2007
  2. Guest Editorial for Special Issue on the 2005 IEEE Workshop on Machine Learning for Signal Processing
    The Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology, vol. 48, no. 1-2, pp. 1–3, 2007
  3. Adaptive motion estimation schemes using maximum mutual information criterion
    Wireless Communications and Mobile Computing, vol. 7, no. 2, pp. 205–215, 2007
  4. Information cut for clustering using a gradient descent approach
    Pattern Recognition, vol. 40, no. 3, pp. 796–806, 2007
  5. Independent Component Analysis and Blind Source Separation
    Signal Processing, vol. 87, no. 8, pp. 1817–1818, 2007
  6. A minimum-error entropy criterion with self-adjusting step-size (MEE-SAS)
    Signal Processing, vol. 87, no. 11, pp. 2733–2745, 2007
  7. The Laplacian Classifier
    IEEE Transactions on Signal Processing, vol. 55, no. 7, pp. 3262–3271, 2007
  8. Channel Selection and Feature Projection for Cognitive Load Estimation Using Ambulatory EEG
    Computational Intelligence and Neuroscience, vol. 2007, Article ID 74895, 12 pages, 2007
  9. Clustering Approach to Quantify Long-Term Spatio-Temporal Interactions in Epileptic Intracranial Electroencephalography
    Computational Intelligence and Neuroscience, vol. 2007, Article ID 83416, 18 pages, 2007
  10. Reduction of multi-dimensional laboratory data to a two-dimensional plot: a novel technique for the identification of laboratory error
    Clinical Chemistry and Laboratory Medicine, vol. 45, no. 6, pp. 749–752, 2007
  11. Experimental upper bound for the performance of convolutive source separation methods
    IEEE Transactions on Signal Processing, vol. 54, no. 2, pp. 627–635, 2006
  12. Modeling and Inverse Controller Design for an Unmanned Aerial Vehicle Based on the Self-Organizing Map
    IEEE Transactions on Neural Networks, vol. 17, no. 2, pp. 445–460, 2006
  13. Feature Extraction Using Information-Theoretic Learning
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28, no. 9, pp. 1385–1392, 2006
  14. An analysis of entropy estimators for blind source separation
    Signal Processing, vol. 86, no. 1, pp. 182–194, 2006
  15. Method comparison of ultrasound and kilovoltage x-ray fiducial marker imaging for prostate radiotherapy targeting
    Physics in Medicine and Biology, vol. 51, no. 19, pp. 4981–4993, 2006
  16. A comparison of optimal MIMO linear and nonlinear models for brain–machine interfaces
    Journal of Neural Engineering, vol. 3, no. 2, pp. 145–161, 2006
  17. Spectral feature projections that maximize Shannon mutual information with class labels
    Pattern Recognition, vol. 39, no. 7, pp. 1241–1252, 2006
  18. Quasi-sliding mode control strategy based on multiple-linear models
    Neurocomputing, 2006
  19. Some Equivalences between Kernel Methods and Information Theoretic Methods
    The Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology, vol. 45, no. 1-2, pp. 49–65, 2006
  20. Gaussianization: An Efficient Multivariate Density Estimation Technique for Statistical Signal Processing
    The Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology, vol. 45, no. 1-2, pp. 67–83, 2006
  21. Perturbation-Based Eigenvector Updates for On-Line Principal Components Analysis and Canonical Correlation Analysis
    The Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology, vol. 45, no. 1-2, pp. 85–95, 2006
  22. The Cauchy–Schwarz divergence and Parzen windowing: Connections to graph theory and Mercer kernels
    Journal of the Franklin Institute, vol. 343, no. 6, pp. 614–629, 2006
  23. Vector quantization using information theoretic concepts
    Natural Computing, vol. 4, no. 1, pp. 39–51, 2005
  24. Fast error whitening algorithms for system identification and control with noisy data
    Neurocomputing, vol. 69, no. 1-3, pp. 158–181, 2005
  25. A new classifier based on information theoretic learning with unlabeled data
    Neural Networks, vol. 18, no. 5-6, pp. 719–726, 2005
  26. Quantifying spatio-temporal dependencies in epileptic ECOG
    Signal Processing, vol. 85, no. 11, pp. 2082–2100, 2005
  27. A mutual information extension to the matched filter
    Signal Processing, vol. 85, no. 5, pp. 927–935, 2005
  28. Information Theoretic Signal Processing
    Signal Processing, vol. 85, no. 5, pp. 873–874, 2005
  29. Interpreting Spatial and Temporal Neural Activity Through a Recurrent Neural Network Brain–Machine Interface
    IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 13, no. 2, pp. 213–219, 2005
  30. Linear-Least-Squares Initialization of Multilayer Perceptrons Through Backpropagation of the Desired Response
    IEEE Transactions on Neural Networks, vol. 16, no. 2, pp. 325–337, 2005
  31. Convolutive Blind Source Separation by Minimizing Mutual Information Between Segments of Signals
    IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 52, no. 10, pp. 2188–2196, 2005
  32. Determining Patterns in Neural Activity for Reaching Movements Using Nonnegative Matrix Factorization
    EURASIP Journal on Applied Signal Processing, vol. 2005, no. 19, pp. 3113–3121, 2005
  33. Stochastic Blind Equalization Based on PDF Fitting Using Parzen Estimator
    IEEE Transactions on Signal Processing, vol. 53, no. 2, pp. 696–704, 2005
  34. Error whitening criterion for adaptive filtering: theory and algorithms
    IEEE Transactions on Signal Processing, vol. 53, no. 3, pp. 1057–1069, 2005
  35. Adaptive Blind Deconvolution of Linear Channels Using Renyi's Entropy with Parzen Window Estimation
    IEEE Transactions on Signal Processing, vol. 52, no. 6, pp. 1489–1498, 2004
  36. Recursive Principal Components Analysis Using Eigenvector Matrix Perturbation
    EURASIP Journal on Applied Signal Processing, vol. 2004, no. 13, pp. 2034–2041, 2004
  37. Minimax Mutual Information Approach for Independent Component Analysis
    Neural Computation, vol. 16, no. 6, pp. 1235–1252, 2004
  38. Feature Selection in MLPs and SVMs Based on Maximum Output Information
    IEEE Transactions on Neural Networks, vol. 15, no. 4, pp. 937–948, 2004
  39. Guest Editorial Special Issue on Information Theoretic Learning
    IEEE Transactions on Neural Networks, vol. 15, no. 4, pp. 789–791, 2004
  40. Lower and Upper Bounds for Misclassification Probability Based on Renyi's Information
    The Journal of VLSI Signal Processing-Systems for Signal, Image, and Video Technology, vol. 37, no. 2/3, pp. 305–317, 2004
  41. Image construction methods for phased array magnetic resonance imaging
    Journal of Magnetic Resonance Imaging, vol. 20, no. 2, pp. 306–314, 2004
  42. Asymptotic SNR-performance of some image combination techniques for phased-array MRI
    Signal Processing, vol. 84, no. 6, pp. 997–1003, 2004
  43. Measuring the signal-to-noise ratio in magnetic resonance imaging: a caveat
    Signal Processing, vol. 84, no. 6, pp. 1035–1040, 2004
  44. Divide-and-conquer approach for brain machine interfaces: nonlinear mixture of competitive linear models
    Neural Networks, vol. 16, no. 5-6, pp. 865–871, 2003
  45. Stochastic error whitening algorithm for linear filter estimation with noisy data
    Neural Networks, vol. 16, no. 5-6, pp. 873–880, 2003
  46. SNR-optimality of sum-of-squares reconstruction for phased-array magnetic resonance imaging
    Journal of Magnetic Resonance, vol. 163, no. 1, pp. 121–123, 2003
  47. Online entropy manipulation: Stochastic information gradient
    IEEE Signal Processing Letters, vol. 10, no. 8, pp. 242–245, 2003
  48. Convergence properties and data efficiency of the minimum error entropy criterion in adaline training
    IEEE Transactions on Signal Processing, vol. 51, no. 7, pp. 1966–1978, 2003
  49. Simultaneous Principal-Component Extraction with Application to Adaptive Blind Multiuser Detection
    EURASIP Journal on Applied Signal Processing, vol. 2002, no. 12, pp. 1473–1484, 2002
  50. Generalized information potential criterion for adaptive system training
    IEEE Transactions on Neural Networks, vol. 13, no. 5, pp. 1035–1044, 2002
  51. An error-entropy minimization algorithm for supervised training of nonlinear adaptive systems
    IEEE Transactions on Signal Processing, vol. 50, no. 7, pp. 1780–1786, 2002
  52. Blind source separation using Renyi's a-marginal entropies
    Neurocomputing, vol. 49, no. 1-4, pp. 25–38, 2002
  53. Entropy minimization for supervised digital communications channel equalization
    IEEE Transactions on Signal Processing, vol. 50, no. 5, pp. 1184–1192, 2002
  54. Blind source separation using Renyi's mutual information
    IEEE Signal Processing Letters, vol. 8, no. 6, pp. 174–176, 2001