**CNEL Papers** |
---|
Dissertation |
---|
**1** | Deniz Erdogmus,"**Information Theoretic Learning: Renyi’s Entropy and its Applications to Adaptive System Training**", May 2002, University of Florida.(author PDF) | | Journal Papers |
---|
**1** | D. Erdogmus, Y. Rao, J. Principe, "**An Interpretation of the Parzen Window resubstitution estimate for Renyi's entropy based on the Eigendecomposition of Kernels in the Function Space***," Trans. on Information Theory*. (Submitted) | **2** | D. Erdogmus, Y. Rao, J. Principe, "**Extending Price's Theorem for Nonlinear Finite-Memory Information Processing Systems with Non-Gaussian Inputs***," Trans. on Information Theory*. (Submitted) | **3** | D. Erdogmus, K. Hild, J. Principe, "**Kernel Size Selection in Parzen Density Estimation***," Journal of VLSI Signal Processing-Systems*. (Submitted) | **4** | A. Hegde, D. Erdogmus, D. Shiau, J. Prinicpe, C. Sackellares, "**Clustering Approach to Quantify Long-Term Spatio-temporal Interactions in Epileptic Intracranial EEG***", *, Vol. 2007, No. , pp. -, Jan. 2007,**DOI:**10.1155/2007/83416 (author PDF) | **5** | R. Jenssen, D. Erdogmus, J. Prinicpe, T. Eltoft, "**The Laplacien Classifier***", Trans. on Signal Processing*, Vol. 55, No. 7, pp. 3262-3271, 2007,**DOI:**10.1109/TSP.2007.894391 (author PDF) | **6** | D. Erdogmus, J. Principe, "**From Linear Adaptive Fiiltering to Nonlinear Information Processing***", Signal Processing Magazine*, Vol. 23, No. 6, pp. 14-23, Nov. 2006,**DOI:**10.1109/SP-M.2006.248709 (author PDF) | **7** | D. Erdogmus, O. Fontenla-Romero, J. Principe, A. Alonso-Betanzos, E. Castillo, "**Linear Least-Squares Initialization of Multilayer Perceptrons Through Backpropagation of the Desired Response***", Trans. on Neural Networks*, Vol. 16, No. 2, pp. 325-337, Mar. 2005 (author PDF) | **8** | S.P. Kim, Y.N. Rao, D. Erdogmus, J.C. Sanchez, M.A. Nicolelis, J.C. Principe, "**Determining Patterns in Neural Activity for Reaching Movements Using Non-Negative Matrix Factorization***", EURASIP Journal on Applied Signal Processing*, Vol. 2005, No. 4, pp. 3113-3121, Jan. 2005 (author PDF) | **9** | D. Erdogmus, J. Principe, "**Lower and Upper Bounds for Misclassification Probability based on Renyi's Information***", Journal of VLSI Signal Processing-Systems*, Vol. 37, No. 2-3, pp. 305-317, June 2004 (author PDF) | **10** | Deniz Erdogmus, Kenneth E. Hild II, Marcelino Lazaro, Ignacio Santamaria, Jose C. Principe, "**Adaptive Blind Deconvolution of Linear Channels Using Renyi's Entropy with Parzen Estimation***", Trans. on Signal Processing*, Vol. 52, No. 6, pp. 1489-1498, June 2004 (author PDF) | **11** | Deniz Erdogmus, Kenneth E. Hild II, Yadunandana N. Rao, Jose C. Principe, "**Minimax Mutual Information Approach for Independent Components Analysis***", Neural Computation*, Vol. 16, No. 6, pp. 1235-1252, June 2004 (author PDF) | **12** | D. Erdogmus, J. Principe, "**Information Theoretical lower and upper bounds for error probability of classifiers***", Journal of VLSI Signal Processing-Systems*, Vol. 37, No. 2-3, pp. 305-317, June 2004 (author PDF) | **13** | D. Erdogmus, Y. Rao, H. Peddaneni, A. Hegde, J. Principe, "**Recursive principal components analysis usingeigenvector matrix perterbation***", EURASIP Journal on Applied Signal Processing*, Vol. 2004, No. 13, pp. 2034-2041, Mar. 2004 (author PDF) | **14** | Kenneth E. Hild II, Deniz Erdogmus, Jose C. Principe, "**Corrections to 'Blind Source Separation Using Renyi's Mutual Information'***", Signal Processing Letters*, Vol. 10, No. 8, pp. 250-250, Aug. 2003 (author PDF) | **15** | Deniz Erdogmus, Jose C. Principe, Kenneth E. Hild II, "**On-Line Entropy Manipulation: Stochastic Information Gradient***", Signal Processing Letters*, Vol. 10, No. 8, pp. 242-245, Aug. 2003 (author PDF) | **16** | Deniz Erdogmus, Jose C. Principe, "**Convergence Properties and Data Efficiency of the Minimum Error Entropy Criterion in ADALINE Training***", Trans. on Signal Processing*, Vol. 51, No. 7, pp. 1966-1978, July 2003 (author PDF) | **17** | S.P. Kim, J.C. Sanchez, D. Erdogmus, Y.N. Rao, J.C. Principe, M. Nicolelis, "**Divide-and-Conquer Approach for Brain Machine Interfaces: Nonlinear Mixture of Competitive Local Linear Models***", Neural Networks*, Vol. 16, No. 5-6, pp. 865-871, June 2003 (author PDF) | **18** | Vikas Sindhwani, Subrata Rakshit, Dipti Deodhar, Deniz Erdogmus, Jose C. Principe, Partha Niyogi, "**Feature Selection in MLPs and SVMs based on Maximum Output Information***", Trans. on Neural Networks*, Vol. 15, No. 4, pp. 937-948, Apr. 2003 (author PDF) | **19** | Erik G. Larsson, Deniz Erdogmus, Rui Yan, Jose C. Principe, Jeffrey R. Fitzsimmons, "**SNR-optimality of Sum-of-Squares Reconstruction for Phased-Array Magnetic Resonance Imaging***", Journal of Magnetic Resonance*, Vol. 163, No. 1, pp. 121-123, Jan. 2003 (author PDF) | **20** | Deniz Erdogmus, Kenneth E. Hild II, Jose C. Principe, "**Blind Source Separation Using Renyi's a-Marginal Entropies***", NeuroComputing*, Vol. 49, No. 1, pp. 25-38, Dec. 2002 (author PDF) | **21** | Deniz Erdogmus, Yadunandana N. Rao, Kenneth E. Hild II, Jose C. Principe, "**Simultaneous Principal Component Extraction with Application to Adaptive Blind Multiuser Detection***", EURASIP Journal on Applied Signal Processing*, Vol. 2002, No. 12, pp. 1473-1484, Dec. 2002 (author PDF) | **22** | Deniz Erdogmus, Jose C. Principe, "**Generalized Information Potential Criterion for Adaptive System Training***", Trans. on Neural Networks*, Vol. 13, No. 5, pp. 1035-1044, Sept. 2002 (author PDF) | **23** | Deniz Erdogmus, Jose C. Principe, "**An Error-Entropy Minimization Algorithm for Supervised Training of Nonlinear Adaptive Systems***", Trans. on Signal Processing*, Vol. 50, No. 7, pp. 1780-1786, July 2002 (author PDF) | **24** | I. Santamaria, D. Erdogmus, J.C. Principe, "**Entropy Minimization for Supervised Digital Communications Channel Equalization***", Trans. on Signal Processing*, Vol. 50, No. 5, pp. 1184-1192, May 2002 (author PDF) | **25** | Deniz Erdogmus, Jose C. Principe, Kenneth E. Hild II, "**Beyond Second-Order Statistics for Learning: A Pairwise Interaction Model for Entropy Estimation***", Natural Computing*, Vol. 1, No. 1, pp. 85-108, May 2002 (author PDF) | **26** | Deniz Erdogmus, A. Umut Genc, Jose C. Principe, "**A Neural Network Perspective to Extended Luenberger Observers***", Institute of Measurement and Control*, Vol. 35, No. 2, pp. 10-16, Feb. 2002 (author PDF) | **27** | Kenneth E. Hild II, Deniz Erdogmus, Jose Principe, "**Blind Source Separation Using Renyi's Mutual Information***", IEEE Signal Processing Letters*, Vol. 8, No. 6, pp. 174-176, June 2001 (author PDF) | | Conference Papers |
---|
**1** | Justin C. Sanchez, Deniz Erdogmus, Yadunandana Rao, Sung-Phil Kim, Miguel Nicolelis, Johan Wessberg, Jose C. Principe, "**Interpreting Neural Activity Through Linear and Nonlinear Models for Brain Machine Interfaces***," Intl. Conf. of Engineering in Medicine and Biology Society*.(Submitted) | **2** | Justin C. Sanchez, Deniz Erdogmus, Yadunandana Rao, Jose C. Principe, Johan Wessberg, Miguel Nicolelis, "**Analysis of the Neural to Motor Representation Space Constructed by a Recurrent Neural Network Trained for a Brain-Machine Interface***," Intl. Work. on Neural Networks for Signal Processing*.(Submitted) | **3** | Bryan Davis, Deniz Erdogmus, Yadunandana Rao, Jose Principe, "**Supervised Synaptic Weight Adaptation for a Spiking Neuron***," Neural Information Processing Systems*.(Submitted) | **4** | Nicolas Obolensky, Deniz Erdogmus, Jose C. Principe, "**A TIME-VARYING KALMAN FILTER APPLIED TO MOVING TARGET TRACKING***," Portuguese Conf. on Automatic Control*.(Accepted) (author PDF) | **5** | Bryan Davis, Deniz Erdogmus, Yadunandana N. Rao, Jose C. Principe, "**Supervised Synaptic Weight Adaptation for a Spiking Neuron***," Intl. Joint Conf. on Neural Networks*.(Accepted) (author PDF) | **6** | Mustafa C. Ozturk, Jose C. Principe, Bryan Davis, Deniz Erdogmus, "**Simulation of the Freeman Model of the Olfactory Cortex:A Quantitative Performance Analysis for the DSP Approach***," Intl. Joint Conf. on Neural Networks*.(Accepted) (author PDF) | **7** | Dorothee E. Marossero, Deniz Erdogmus, Neil Euliano, Jose C. Principe, Kenneth E. Hild II, "**Independent Components Analysis for fetal electrocardiogram extraction: A case for the data efficient Mermaid algorithm***," Intl. Work. on Neural Networks for Signal Processing*.(Accepted) (author PDF) | **8** | D. Erdogmus, J. Principe, L. Vielva, "**Blind deconvolution with minimal Renyi's entropy***", European Signal Processing Conf.*, pp. 71-74, Jan. 2007 (author PDF) | **9** | D. Erdogmus, J. Principe, S.-P Kim, J. Sanchez, "**A recursive Renyi's entropy estimator***", American Control Conf.*, pp. 209-217, Jan. 2007 (author PDF) | **10** | D. Erdogmus, Y. Rao, J. Principe, "**Supervised Training of Adaptive Systems with Partially Labeled Data***", Intl. Conf. on Acoustics, Speech, and Signal Processing*, pp. v321-v324, Apr. 2005 (author PDF) | **11** | D. Erdogmus, R. Jenssen, Y. Rao, J. Principe, "**Multivariate density estimation with optimal marginal parzen density estimation and gaussianization***", Intl. Conf. on ICA and Signal Separation*, pp. 73-82, Sept. 2004 (author PDF) | **12** | D. Erdogmus, Y.N. Rao, J.C. Principe, "**Gaussianizing Transformations for ICA***", Intl. Conf. on ICA and Signal Separation*, pp. 26-32, Mar. 2004 (author PDF) | **13** | J.C. Sanchez, D. Erdogmus, Y.N. Rao, S.P. Kim, M. A. Nicolelis, J. Wessberg, J.C. Principe, "**Interpreting Neural Activity Through Linear and Nonlinear Models for Brain Machine Interfaces***", Intl. Conf. of Engineering in Medicine and Biology Society*, pp. 2160-2163, Sept. 2003 (author PDF) | **14** | S.P. Kim, J.C. Sanchez, D. Erdogmus, Y.N. Rao, J.C. Principe, M. A. Nicolelis, "**Modeling the Relation from Motor Cortical Neuronal Firing to Hand Movements Using Competitive Linear Filters and a MLP***", Intl. Joint Conf. on Neural Networks*, pp. 332-336, July 2003 (author PDF) | **15** | D. Erdogmus, O. Fontenla-Romero, J. Principe, A. Alonso-Betanzos, E. Castillo, R. Jenssen, "**Accurate initialization of neural network weights by backpropagationof the desired response***", Intl. Joint Conf. on Neural Networks*, pp. 2005-2010, July 2003 (author PDF) | **16** | Sung-Phil Kim, Yadunandana N. Rao, Deniz Erdogmus, Jose C. Principe, "**A Hybrid Subspace Projection Method for System Identification***", Intl. Conf. on Acoustics, Speech, and Signal Processing*, pp. VI312-VI324, Apr. 2003 (author PDF) | **17** | M. Lazaro, I. Santamaria, C. Pantaleon, D. Erdomus, K.E. Hild II, J.C. Principe, "**Blind equalization by sampled pdf fitting***", Intl. Conf. on ICA and Signal Separation*, pp. 1041-1046, Apr. 2003 (author PDF) | **18** | D. Erdogmus, Y. Rao, M. Ozturk, L. Vielva, J. Principe, "**On the convergence of SIPEX***", Intl. Conf. on Acoustics, Speech, and Signal Processing*, pp. 697-700, Apr. 2003 (author PDF) | **19** | Justin C. Sanchez, Deniz Erdogmus, Yadunandana Rao, Jose C. Principe, Miguel Nicolelis, Johan Wessberg, "**Learning the Contributions of the Motor, Premotor, and Posterior Parietal Cortices for Hand Trajectory Reconstruction in a Brain Machine Interface***", IEEE EMBS Neural Engineering Conf.*, pp. 59-62, Mar. 2003 (author PDF) | **20** | D. Erdogmus, Y. Rao, J. Principe, O. Fontenla-Romero, A. Alonso-Betanzos, "**Recursive least squares for anentropy regularized MSE cost function***", European Symposium on Artificial Neural Networks*, pp. 1-6, 2003 (author PDF) | **21** | Deniz Erdogmus, Justin C. Sanchez, Jose C. Principe, "**Modified Kalman Filter Based Method for Training State-Recurrent Multilayer Perceptrons***", Intl. Work. on Neural Networks for Signal Processing*, pp. 219-228, Sept. 2002 (author PDF) | **22** | Justin C. Sanchez, Sung-Phil Kim, Deniz Erdogmus, Yadunandana N. Rao, Jose C. Principe, Johan Wessberg, Miguel Nicolelis, "**Input-Output Mapping Performance of Linear and Nonlinear Models for Estimating Hand Trajectories from Cortical Neuronal Firing Patterns***", Intl. Work. on Neural Networks for Signal Processing*, pp. 139-148, Sept. 2002 (author PDF) | **23** | Geetha K. Thampi, Jose C. Principe, JeongHo Cho, Deniz Erdogmus, Mark A. Motter, "**Adaptive Inverse Control Using SOM based Multiple Models***", Portuguese Conf. on Automatic Control*, pp. 278-282, Sept. 2002 (author PDF) | **24** | Deniz Erdogmus, Jose C. Principe, Geetha K. Thampi, "**Adaptive Linear Observer For Nonlinear Systems***", Portuguese Conf. on Automatic Control*, pp. 56-60, Sept. 2002 (author PDF) | **25** | D. Erdogmus, Y. Rao, J. Principe, O. Fontenla-Romero, L. Vielva, "**An efficient, robust, and fast converging principal components extraction algorithm: SIPEX-G***", European Signal Processing Conf.*, pp. 75-78, Sept. 2002 (author PDF) | **26** | D. Erdogmus, J. Principe, K. Hild, "**Do Hebbian synapses estimate entropy?***", Intl. Work. on Neural Networks for Signal Processing*, pp. 199-208, Sept. 2002 (author PDF) | **27** | Justin C. Sanchez, Deniz Erdogmus, Jose C. Principe, Johan Wessberg, Miguel Nicolelis, "**A Comparison Between Nonlinear Mappings and Linear State Estimation to Model the Relation from Motor Cortical Neuronal Firing to Hand Movements***", Simulation of Adaptive Behavior*, pp. 59-65, Aug. 2002 (author PDF) | **28** | Kenneth E. Hild II, Deniz Erdogmus, Jose C. Principe, "**Blind source separation of time-varying, instantanteous mixtures using an on-line algorithm***", Intl. Conf. on Acoustics, Speech, and Signal Processing*, pp. 993-996, May 2002 (author PDF) | **29** | D. Erdogmus, Y. Rao, J. Principw, J. zhao, K. Hild, "**Simultaneous Extraction of principal components using Givens rotations and output variances***", Intl. Conf. on Acoustics, Speech, and Signal Processing*, pp. 1069-1072, May 2002 (author PDF) | **30** | Kenneth E. Hild II, Deniz Erdogmus, Jose Principe, "**On-line Minimum Mutual Information Method for Time-Varying Blind Source Separation***", Intl. Conf. on ICA and Signal Separation*, pp. 126-131, Dec. 2001 (author PDF) | **31** | D. Erdogmus, J.C. Principe, "**An On-Line Adaptation Algorithm for Adaptive System Training with Minimum Error Entropy: Stochastic Information Gradient***", Intl. Conf. on ICA and Signal Separation*, pp. 7-12, Dec. 2001 (author PDF) | **32** | L. Vielva, D. Erdogmus, J.C. Principe, "**Underdetermined Blind Source Separation Using a Probabilistic Source Sparsity Model***", Intl. Conf. on ICA and Signal Separation*, pp. 675-679, Dec. 2001 (author PDF) | **33** | D. Erdogmus, L. Vielva, J.C. Principe, "**Nonparametric Estimation and Tracking of the Mixing Matrix for Underdetermined Blind***", Intl. Conf. on ICA and Signal Separation*, pp. 189-194, Dec. 2001 (author PDF) | **34** | D. Erdogmus, J.C. Principe, "**Convergence Analysis of the Information Potential Criterion in Adaline Training***", Intl. Work. on Neural Networks for Signal Processing*, pp. 123-132, Sept. 2001 (author PDF) | **35** | D. Erdogmus, D. Rende , J.C. Principe, T.F. Wong, "**Nonlinear Channel Equalization Using Multilayer Perceptrons with***", Intl. Work. on Neural Networks for Signal Processing*, pp. 443-451, Sept. 2001 (author PDF) | **36** | D. Erdogmus, J. Principe, "**Convergence analysis of hte information potential criterion in Adaliine Training***", Intl. Work. on Neural Networks for Signal Processing*, pp. 123-132, Sept. 2001 (author PDF) | **37** | D. Erdogmus, J.C. Principe, "**Information Transfer Through Classifiers and its Relation to Probability of Error***", Intl. Joint Conf. on Neural Networks*, pp. 50-54, July 2001 (author PDF) | **38** | D. Erdogmus, J.C. Principe, "**Entropy Minimization Algorithm for Neural Networks***", Intl. Joint Conf. on Neural Networks*, pp. 3003-3008, July 2001 (author PDF) | **39** | D. Erdogmus, K.E. Hild II, J.C. Principe, "**Independent Components Analysis Using Renyi's Mutual Information and Legendre Density***", Intl. Joint Conf. on Neural Networks*, pp. 2762-2767, July 2001 (author PDF) | **40** | D. Erdogmus, J. Principe, "**Entropy minimization algorithm for multilayer perceptrons***", Intl. Joint Conf. on Neural Networks*, pp. 3003-3008, July 2001 (author PDF) | **41** | J.C. Principe, D. Erdogmus, "**From Adaptive Linear to Information Filtering***", Symposium on Adaptive Systems for Signal Processing, Communications and Control*, pp. 99-104, Oct. 2000 (author PDF) | **42** | D. Erdogmus, J.C. Principe, "**Comparison of Entropy and Mean Square Error Criteria in Adaptive System Training Using Higher Order***", Intl. Conf. on ICA and Signal Separation*, pp. 75-80, June 2000 (author PDF) | | |