| 2025 | ICASSP | Trimformer: A Novel Sequence Compression Mechanism with Local Attention. | Ran Dou, Liyang Ru, Jos C. Prncipe |
| 2025 | ICASSP | Schoenberg Kernel Loss for Spiking Neural Network Training. | Liyang Ru, Kan Li, Jos C. Prncipe |
| 2025 | ICASSP | Fast DPCNs for Feature Extraction without Labels. | Wenqian Xue, Chi Ding, Jos C. Prncipe |
| 2025 | IJCNN | A Simple and Effective Method for Uncertainty Quantification and OOD Detection. | Yaxin Ma, Benjamin Colburn, Jos C. Prncipe |
| 2024 | ICIP | Learning Orthonormal Features in Self-Supervised Learning using Functional Maximal Correlation. | Bo Hu, Yuheng Bu, Jos C. Prncipe |
| 2024 | ICLR | Cauchy-Schwarz Divergence Information Bottleneck for Regression. | Shujian Yu, Xi Yu, Sigurd Lkse, Robert Jenssen, Jos C. Prncipe |
| 2024 | IJCNN | End-to-end Image Classification in Linear Hybrid Cellular Automata. | Naoki Sawahashi, Jos C. Prncipe |
| 2024 | IJCNN | Finding Local Dependent Regions in PDFs using RKHS Uncertainty Moments and Optimal Transport. | Rishabh Singh, Yaxin Ma, Jos C. Prncipe |
| 2023 | AAAI | Causal Recurrent Variational Autoencoder for Medical Time Series Generation. | Hongming Li, Shujian Yu, Jos C. Prncipe |
| 2023 | IJCNN | Universal Recurrent Event Memories for Streaming Data. | Ran Dou, Jos C. Prncipe |
| 2023 | IJCNN | Dynamic Analysis and an Eigen Initializer for Recurrent Neural Networks. | Ran Dou, Jos C. Prncipe |
| 2022 | ICASSP | Deep Deterministic Independent Component Analysis for Hyperspectral Unmixing. | Hongming Li, Shujian Yu, Jos C. Prncipe |
| 2022 | IJCNN | Explaining Deep and ResNet Architecture Choices with Information Flow. | Spencer Chang, Jos C. Prncipe |
| 2022 | IJCNN | The Extended Kernel Adaptive Autoregressive-Moving-Average Algorithm. | Ran Dou, Jos C. Prncipe |
| 2022 | IJCNN | Kernel Nonlinear Dynamic System Identification Based on Expectation-Maximization Method. | Pingping Zhu, Jos C. Prncipe |
| 2022 | UAI | Principle of relevant information for graph sparsification. | Shujian Yu, Francesco Alesiani, Wenzhe Yin, Robert Jenssen, Jos C. Prncipe |
| 2021 | AAAI | Measuring Dependence with Matrix-based Entropy Functional. | Shujian Yu, Francesco Alesiani, Xi Yu, Robert Jenssen, Jos C. Prncipe |
| 2021 | ICASSP | Training a Bank of Wiener Models with a Novel Quadratic Mutual Information Cost Function. | Bo Hu, Jos C. Prncipe |
| 2021 | ICASSP | Deep Deterministic Information Bottleneck with Matrix-Based Entropy Functional. | Xi Yu, Shujian Yu, Jos C. Prncipe |
| 2021 | IJCAI | Information-Theoretic Methods in Deep Neural Networks: Recent Advances and Emerging Opportunities. | Shujian Yu, Luis G. Snchez Giraldo, Jos C. Prncipe |
| 2021 | IJCNN | Speeding Up Reinforcement Learning by Exploiting Causality in Reward Sequences. | Hongming Li, Jos C. Prncipe |
| 2020 | ICASSP | Composite Dynamic Texture Synthesis Using Hierarchical Linear Dynamical System. | Rishabh Singh, Shujian Yu, Jos C. Prncipe |
| 2020 | ICMLA | A Cognitive Architecture for Object Recognition in Video. | Jos C. Prncipe |
| 2020 | IJCAI | Measuring the Discrepancy between Conditional Distributions: Methods, Properties and Applications. | Shujian Yu, Ammar Shaker, Francesco Alesiani, Jos C. Prncipe |
| 2020 | IJCNN | Cognitive Architecture for Video Games. | Hongming Li, Ying Ma, Jos C. Prncipe |
| 2020 | IJCNN | Regularized Training of Convolutional Autoencoders using the Rnyi-Stratonovich Value of Information. | Isaac J. Sledge, Jos C. Prncipe |
| 2020 | UAI | Time Series Analysis using a Kernel based Multi-Modal Uncertainty Decomposition Framework. | Rishabh Singh, Jos C. Prncipe |
| 2019 | ICASSP | A Differential-geometric Approach for Globally Solving a Non-convex, Discontinuous Depth Estimation Problem for Plenoptic Camera Images. | Isaac J. Sledge, Jos C. Prncipe |
| 2019 | ICASSP | An Information-theoretic Approach for Automatically Determining the Number of State Groups When Aggregating Markov Chains. | Isaac J. Sledge, Jos C. Prncipe |
| 2019 | IJCNN | Using a Recurrent Kernel Learning Machine for Small-Sample Image Classification. | Mihael Cudic, Jos C. Prncipe |
| 2019 | IJCNN | Fast segmentation for large and sparsely labeled coral images. | Xi Yu, Ying Ma, Stephanie Farrington, John Reed, Bing Ouyang, Jos C. Prncipe |
| 2019 | IWANN | The Generalized Sleep Spindles Detector: A Generative Model Approach on Single-Channel EEGs. | Carlos A. Loza, Jos C. Prncipe |
| 2018 | ICASSP | Nearest-Instance-Centroid-Estimation Linear Discriminant Analysis (Nice Lda). | Rishabh Singh, Kan Li, Jos C. Prncipe |
| 2018 | ICASSP | Partitioning Relational Matrices of Similarities or Dissimilarities Using the Value of Information. | Isaac J. Sledge, Jos C. Prncipe |
| 2018 | IJCAI | Request-and-Reverify: Hierarchical Hypothesis Testing for Concept Drift Detection with Expensive Labels. | Shujian Yu, Xiaoyang Wang, Jos C. Prncipe |
| 2018 | IJCNN | Top-down Gamma Saliency - Learning to Search for Objects in Complex Scenes. | Ryan Burt, Jos C. Prncipe |
| 2018 | IJCNN | Surprise-Novelty Information Processing for Gaussian Online Active Learning (SNIP-GOAL). | Kan Li, Jos C. Prncipe |
| 2018 | IJCNN | Comparison of Static Neural Network with External Memory and RNNs for Deterministic Context Free Language Learning. | Ying Ma, Jos C. Prncipe |
| 2018 | IJCNN | Augmented Space Linear Model. | Zhengda Qin, Badong Chen, Nanning Zheng, Jos C. Prncipe |
| 2018 | IJCNN | Correntropy Based Hierarchical Linear Dynamical System For Speech Recognition. | Rishabh Singh, Jos C. Prncipe |
| 2018 | IJCNN | Kernelized Q-Learning for Large-Scale, Potentially Continuous, Markov Decision Processes. | Isaac J. Sledge, Jos C. Prncipe |
| 2017 | CVPR | Group-Wise Point-Set Registration Based on Rnyi's Second Order Entropy. | Luis Gonzalo Snchez Giraldo, Erion Hasanbelliu, Murali Rao, Jos C. Prncipe |
| 2017 | ICASSP | Automatic insect recognition using optical flight dynamics modeled by kernel adaptive ARMA network. | Kan Li, Jos C. Prncipe |
| 2017 | ICASSP | A novel methodology to quantify dense EEG in cognitive tasks. | Catia S. Silva, Jos C. Prncipe, Andreas Keil |
| 2017 | ICASSP | Balancing exploration and exploitation in reinforcement learning using a value of information criterion. | Isaac J. Sledge, Jos C. Prncipe |
| 2017 | ICASSP | Autoencoders trained with relevant information: Blending Shannon and Wiener's perspectives. | Shujian Yu, Matthew Emigh, Eder Santana, Jos C. Prncipe |
| 2017 | ICLR | Perception Updating Networks: On architectural constraints for interpretable video generative models. | Eder Santana, Jos C. Prncipe |
| 2017 | IJCNN | Fast feedforward non-parametric deep learning network with automatic feature extraction. | Plamen Angelov, Xiaowei Gu, Jos C. Prncipe |
| 2017 | IJCNN | Fusing attention with visual question answering. | Ryan Burt, Mihael Cudic, Jos C. Prncipe |
| 2017 | IJCNN | Flight dynamics modeling and recognition using finite state machine for automatic insect recognition. | Kan Li, Jos C. Prncipe |
| 2017 | IJCNN | Adaptive filtering based on extended kernel recursive maximum correntropy. | Shengyang Luan, Tianshuang Qiu, Jos C. Prncipe |
| 2016 | ICASSP | Predicting visual attention using gamma kernels. | Ryan Burt, Eder Santana, Jos C. Prncipe, Nina Thigpen, Andreas Keil |
| 2016 | ICASSP | Information point set registration for shape recognition. | Zheng Cao, Jos C. Prncipe, Bing Ouyang |
| 2016 | ICASSP | Transient model of EEG using Gini Index-based matching pursuit. | Carlos A. Loza, Jos C. Prncipe |
| 2016 | IJCNN | Multiple adaptive kernel size KLMS for Beijing PM2.5 prediction. | Zheng Cao, Shujian Yu, Guibiao Xu, Badong Chen, Jos C. Prncipe |
| 2016 | IJCNN | Generalized Correntropy Matching Pursuit: A novel, robust algorithm for sparse decomposition. | Carlos A. Loza, Jos C. Prncipe |
| 2016 | IJCNN | Information Theoretic-Learning auto-encoder. | Eder Santana, Matthew Emigh, Jos C. Prncipe |
| 2016 | IJCNN | Density-dependent quantized kernel least mean square. | Bao Xi, Lei Sun, Badong Chen, Jianji Wang, Nanning Zheng, Jos C. Prncipe |
| 2016 | IJCNN | Robust bounded logistic regression in the class imbalance problem. | Guibiao Xu, Bao-Gang Hu, Jos C. Prncipe |
| 2016 | SMC | Empirical data analysis: A new tool for data analytics. | Plamen Angelov, Xiaowei Gu, Dmitry Kangin, Jos C. Prncipe |
| 2015 | ICASSP | Explicit versus implicit source estimation for blind multiple input single output system identification. | Austin J. Brockmeier, Jos C. Prncipe |
| 2015 | ICASSP | Sparsity aware minimum error entropy algorithms. | Wentao Ma, Hua Qu, Ji-hong Zhao, Badong Chen, Jos C. Prncipe |
| 2015 | ICASSP | Learning joint features for color and depth images with Convolutional Neural Networks for object classification. | Eder Santana, Karl P. Dockendorf, Jos C. Prncipe |
| 2015 | ICONIP | Cognitive Workload Discrimination in Flight Simulation Task Using a Generalized Measure of Association. | Zhongxiang Dai, Jos C. Prncipe, Anastasios Bezerianos, Nitish V. Thakor |
| 2015 | IJCNN | Group feature selection in image classification with multiple kernel learning. | Zheng Cao, Jos C. Prncipe, Bing Ouyang |
| 2015 | IJCNN | Exponential C-Loss for data fitting. | Badong Chen, Ren Wang, Nanning Zheng, Jos C. Prncipe |
| 2015 | IJCNN | On initial convergence behavior of the kernel least mean square algorithm. | Badong Chen, Ren Wang, Nanning Zheng, Jos C. Prncipe |
| 2015 | IJCNN | Linear discriminant analysis with an information divergence criterion. | Matthew Emigh, Evan Kriminger, Jos C. Prncipe |
| 2015 | IJCNN | Directed generalized measure of association: A data driven approach towards causal inference. | Mehrnaz Khodam Hazrati, Andreas Keil, Jos C. Prncipe |
| 2015 | IJCNN | Effective insect recognition using a stacked autoencoder with maximum correntropy criterion. | Yu Qi, Goktug T. Cinar, Vincius M. A. de Souza, Gustavo E. A. P. A. Batista, Yueming Wang, Jos C. Prncipe |
| 2015 | IJCNN | Parallel flow in Deep Predictive Coding Networks. | Eder Santana, Goktug T. Cinar, Jos C. Prncipe |
| 2015 | IJCNN | Mixed generative and supervised learning modes in Deep Predictive Coding Networks. | Eder Santana, Jos C. Prncipe |
| 2015 | IJCNN | A variable step-size adaptive algorithm under maximum correntropy criterion. | Ren Wang, Badong Chen, Nanning Zheng, Jos C. Prncipe |
| 2015 | IJCNN | A switch kernel width method of correntropy for channel estimation. | Weihua Wang, Ji-hong Zhao, Hua Qu, Badong Chen, Jos C. Prncipe |
| 2014 | ICASSP | Projentropy: Using entropy to optimize spatial projections. | Austin J. Brockmeier, Eder Santana, Luis Gonzalo Snchez Giraldo, Jos C. Prncipe |
| 2014 | ICASSP | Dynamic sparse coding with smoothing proximal gradient method. | Rakesh Chalasani, Jos C. Prncipe |
| 2014 | ICASSP | Feature selection based on survival Cauchy-Schwartz mutual information. | Badong Chen, Xiaohan Yang, Hua Qu, Ji-hong Zhao, Nanning Zheng, Jos C. Prncipe |
| 2014 | ICASSP | Sparse kernel recursive least squares using L1 regularization and a fixed-point sub-iteration. | Badong Chen, Nanning Zheng, Jos C. Prncipe |
| 2014 | ICASSP | Clustering of time series using a hierarchical linear dynamical system. | Goktug T. Cinar, Jos C. Prncipe |
| 2014 | ICONIP | Online Nonlinear Granger Causality Detection by Quantized Kernel Least Mean Square. | Hong Ji, Badong Chen, Zejian Yuan, Nanning Zheng, Andreas Keil, Jos C. Prncipe |
| 2014 | IJCNN | Correntropy kernel temporal differences for reinforcement learning brain machine interfaces. | Jihye Bae, Luis G. Snchez Giraldo, Jos C. Prncipe, Joseph T. Francis |
| 2014 | IJCNN | Pitch estimation using non-negative matrix factorization. | Ryan Burt, Goktug T. Cinar, Jos C. Prncipe |
| 2014 | IJCNN | Trimmed affine projection algorithms. | Badong Chen, Xiaohan Yang, Hong Ji, Hua Qu, Nanning Zheng, Jos C. Prncipe |
| 2014 | IJCNN | Hierarchical Linear Dynamical Systems: A new model for clustering of time series. | Goktug T. Cinar, Carlos A. Loza, Jos C. Prncipe |
| 2014 | IJCNN | Quantized mixture kernel least mean square. | Rosha Pokharel, Sohan Seth, Jos C. Prncipe |
| 2014 | IJCNN | An asymmetric stagewise least square loss function for imbalanced classification. | Guibiao Xu, Bao-Gang Hu, Jos C. Prncipe |
| 2013 | ICASSP | A greedy algorithm for model selection of tensor decompositions. | Austin J. Brockmeier, Jos C. Prncipe, Anh Huy Phan, Andrzej Cichocki |
| 2013 | ICASSP | Kernel recurrent system trained by real-time recurrent learning algorithm. | Pingping Zhu, Jos C. Prncipe |
| 2013 | IJCNN | A fast proximal method for convolutional sparse coding. | Rakesh Chalasani, Jos C. Prncipe, Naveen Ramakrishnan |
| 2013 | IJCNN | Survival kernel with application to kernel adaptive filtering. | Badong Chen, Nanning Zheng, Jos C. Prncipe |
| 2013 | IJCNN | Diffusion least-mean squares over adaptive networks with dynamic topologies. | Bilal Fadlallah, Jos C. Prncipe |
| 2013 | IJCNN | A parameter-free kernel design based on cumulative distribution function for correntropy. | Jongmin Lee, Pingping Zhu, Jos C. Prncipe |
| 2013 | IJCNN | Kernel adaptive filtering with confidence intervals. | Kan Li, Badong Chen, Jos C. Prncipe |
| 2013 | IJCNN | Mixture kernel least mean square. | Rosha Pokharel, Sohan Seth, Jos C. Prncipe |
| 2013 | IJCNN | Analysis on extended kernel recursive least squares algorithm. | Pingping Zhu, Jos C. Prncipe |
| 2012 | ESANN | One-class classifier based on extreme value statistics. | David Martnez-Rego, Evan Kriminger, Jos C. Prncipe, Oscar Fontenla-Romero, Amparo Alonso-Betanzos |
| 2012 | ICASSP | Analyzing dependence structure of the human brain in response to visual stimuli. | Bilal Fadlallah, Sohan Seth, Andreas Keil, Jos C. Prncipe |
| 2012 | ICASSP | Data-driven tree-structured Bayesian network for image segmentation. | Kittipat Kampa, Jos C. Prncipe, Duangmanee Putthividhya, Anand Rangarajan |
| 2012 | IJCNN | Sequential causal estimation and learning from time-varying images. | Rakesh Chalasani, Goktug T. Cinar, Jos C. Prncipe |
| 2012 | IJCNN | Online efficient learning with quantized KLMS and L1 regularization. | Badong Chen, Songlin Zhao, Sohan Seth, Jos C. Prncipe |
| 2012 | IJCNN | Hidden state estimation using the Correntropy Filter with fixed point update and adaptive kernel size. | Goktug T. Cinar, Jos C. Prncipe |
| 2012 | IJCNN | Online learning using a Bayesian surprise metric. | Erion Hasanbelliu, Kittipat Kampa, Jos C. Prncipe, James Tory Cobb |
| 2012 | ICPRAM | Measure of Statistical Dependence. | Jos C. Prncipe |
| 2012 | IJCNN | Nearest Neighbor Distributions for imbalanced classification. | Evan Kriminger, Jos C. Prncipe, Choudur Lakshminarayan |
| 2012 | IJCNN | Kernel classifier with Correntropy loss. | Rosha Pokharel, Jos C. Prncipe |
| 2012 | IJCNN | An adaptive kernel width update for correntropy. | Songlin Zhao, Badong Chen, Jos C. Prncipe |
| 2011 | ACSSC | A real-time reconstruction algorithm for the integrate and fire sampler. | Alexander Singh-Alvarado, Jos C. Prncipe |
| 2011 | ESANN | Statistical dependence measure for feature selection in microarray datasets. | Vernica Boln-Canedo, Sohan Seth, Noelia Snchez-Maroo, Amparo Alonso-Betanzos, Jos C. Prncipe |
| 2011 | ESANN | Information theory related learning. | Thomas Villmann, Jos C. Prncipe, Andrzej Cichocki |
| 2011 | IJCNN | Sparse analog associative memory via L1-regularization and thresholding. | Rakesh Chalasani, Jos C. Prncipe |
| 2011 | IJCNN | Adaptive background estimation using an information theoretic cost for hidden state estimation. | Goktug T. Cinar, Jos C. Prncipe |
| 2011 | IJCNN | Closed-form cauchy-schwarz PDF divergence for mixture of Gaussians. | Kittipat Kampa, Erion Hasanbelliu, Jos C. Prncipe |
| 2011 | IJCNN | Evaluating dependence in spike train metric spaces. | Sohan Seth, Austin J. Brockmeier, John S. Choi, Mulugeta Semework, Joseph T. Francis, Jos C. Prncipe |
| 2011 | IJCNN | Kernel adaptive filtering with maximum correntropy criterion. | Songlin Zhao, Badong Chen, Jos C. Prncipe |
| 2011 | IJCNN | Extended Kalman filter using a kernel recursive least squares observer. | Pingping Zhu, Badong Chen, Jos C. Prncipe |
| 2011 | ISCAS | Integrate and fire circuit as an ADC replacement. | Manu Rastogi, Alexander Singh-Alvarado, John G. Harris, Jos C. Prncipe |
| 2011 | ISCAS | The integrate-and-fire sampler: A special type of asynchronous Σ - Δ modulator. | Alexander Singh-Alvarado, Manu Rastogi, John G. Harris, Jos C. Prncipe |
| 2011 | SMC | Autocorrelation features for synthetic aperture sonar image seabed segmentation. | James Tory Cobb, Jos C. Prncipe |
| 2010 | ICASSP | Dynamic factor graphs: A novel framework for multiple features data fusion. | Kittipat Kampa, Jos C. Prncipe, K. Clint Slatton |
| 2010 | ICASSP | Quantification of inter-trial non-stationarity in spike trains from periodically stimulated neural cultures. | Il Park, Jos C. Prncipe |
| 2010 | ICASSP | A conditional distribution function based approach to design nonparametric tests of independence and conditional independence. | Sohan Seth, Jos C. Prncipe |
| 2010 | ICASSP | Kernel width adaptation in information theoretic cost functions. | Abhishek Singh, Jos C. Prncipe |
| 2010 | ICASSP | A closed form recursive solution for Maximum Correntropy training. | Abhishek Singh, Jos C. Prncipe |
| 2010 | ICASSP | Fixed-budget kernel recursive least-squares. | Steven Van Vaerenbergh, Ignacio Santamara, Weifeng Liu, Jos C. Prncipe |
| 2010 | ICMLA | Variable Selection: A Statistical Dependence Perspective. | Sohan Seth, Jos C. Prncipe |
| 2010 | ICPR | A Recursive Online Kernel PCA Algorithm. | Erion Hasanbelliu, Luis Gonzalo Snchez Giraldo, Jos C. Prncipe |
| 2010 | IJCNN | Information theoretic learning applied to wind power modeling. | Ricardo J. Bessa, Vladimiro Miranda, Jos C. Prncipe, Audun Botterud, Jun Wang |
| 2010 | IJCNN | Self organizing maps with the correntropy induced metric. | Rakesh Chalasani, Jos C. Prncipe |
| 2010 | IJCNN | Period detection in light curves from astronomical objects using correntropy. | Pablo A. Estvez, Pablo Huijse, Pablo Zegers, Jos C. Prncipe, Pavlos Protopapas |
| 2010 | ICPR | A Test of Granger Non-causality Based on Nonparametric Conditional Independence. | Sohan Seth, Jos C. Prncipe |
| 2010 | IJCNN | Binary classification based on SVDD projection and nearest neighbors. | Daesung Kang, Jooyoung Park, Jos C. Prncipe |
| 2010 | IJCNN | A loss function for classification based on a robust similarity metric. | Abhishek Singh, Jos C. Prncipe |
| 2010 | SC | A parallel hardware architecture for information-theoretic adaptive filtering. | Stefan Craciun, Alan D. George, Herman Lam, Jos C. Prncipe |
| 2009 | ICASSP | A new nonparametric measure of conditional independence. | Sohan Seth, Il Park, Jos C. Prncipe |
| 2009 | WCNC | Cooperative diversity of spectrum sensing in cognitive radio networks. | Dongliang Duan, Liuqing Yang, Jos C. Prncipe |
| 2008 | ICASSP | Reproducing kernel Hilbert spaces for spike train analysis. | Antnio R. C. Paiva, Il Park, Jos C. Prncipe |
| 2008 | ICASSP | Compressed signal reconstruction using the correntropy induced metric. | Sohan Seth, Jos C. Prncipe |
| 2008 | IJCNN | The wellposedness analysis of the kernel adaline. | Weifeng Liu, Jos C. Prncipe |
| 2008 | ISCAS | Pulse-based signal compression for implanted neural recording systems. | John G. Harris, Jos C. Prncipe, Justin C. Sanchez, Du Chen, Christy She |
| 2008 | ISCAS | Real time signal reconstruction from spikes on a digital signal processor. | John G. Harris, Jie Xu, Manu Rastogi, Alexander Singh-Alvarado, Vaibhav Garg, Jos C. Prncipe, Kalyana Vuppamandla |
| 2007 | ICASSP | A New Information Theoretic Measure of PDF Symmetry. | Weifeng Liu, Puskal P. Pokharel, Jos C. Prncipe |
| 2007 | ICASSP | The Fast Correntropy Mace Filter. | Kyu-Hwa Jeong, Seungju Han, Jos C. Prncipe |
| 2007 | ICASSP | Kernel LMS. | Puskal P. Pokharel, Weifeng Liu, Jos C. Prncipe |
| 2007 | ICASSP | Recursive Complex Blind Source Separation via Eigendecomposition of Cumulant Matrices. | Puskal P. Pokharel, Umut Ozertem, Deniz Erdogmus, Jos C. Prncipe |
| 2007 | ICCS | Towards Real-Time Distributed Signal Modeling for Brain-Machine Interfaces. | Jack DiGiovanna, Loris Marchal, Prapaporn Rattanatamrong, Ming Zhao, Shalom Darmanjian, Babak Mahmoudi, Justin C. Sanchez, Jos C. Prncipe, Linda Hermer-Vazquez, Renato J. O. Figueiredo, Jos A. B. Fortes |
| 2007 | IJCNN | Hierarchal Decomposition of Neural Data using Boosted Mixtures of Hidden Markov Chains and its application to a BMI. | Shalom Darmanjian, Antnio R. C. Paiva, Jos C. Prncipe, Justin C. Sanchez |
| 2007 | IJCNN | An Associative Memory Readout in ESN for Neural Action Potential Detection. | Nicolas J. Dedual, Mustafa C. Ozturk, Justin C. Sanchez, Jos C. Prncipe |
| 2007 | IJCNN | A Novel Switching Scheme Between Adaptive Information Algorithms. | Seungju Han, Sudhir Rao, Deniz Erdogmus, Jos C. Prncipe |
| 2007 | IJCNN | Spectral Clustering of Synchronous Spike Trains. | Antnio R. C. Paiva, Sudhir Rao, Il Park, Jos C. Prncipe |
| 2007 | IJCNN | A Closed Form Solution for Multiple-Input Spike Based Adaptive Filters. | Il Park, Antnio R. C. Paiva, Jos C. Prncipe, John G. Harris |
| 2007 | IJCNN | A Novel Weighted LBG Algorithm for Neural Spike Compression. | Sudhir Rao, Antnio R. C. Paiva, Jos C. Prncipe |
| 2007 | IJCNN | Water Inflow Forecasting using the Echo State Network: a Brazilian Case Study. | Rodrigo Sacchi, Mustafa C. Ozturk, Jos C. Prncipe, Adriano A. F. Carneiro, Ivan Nunes da Silva |
| 2007 | IJCNN | A Monte Carlo Sequential Estimation of Point Process Optimum Filtering for Brain Machine Interfaces. | Yiwen Wang, Antnio R. C. Paiva, Jos C. Prncipe, Justin C. Sanchez |
| 2007 | IJCNN | A New Nonlinear Similarity Measure for Multichannel Biological Signals. | Jian-Wu Xu, Hovagim Bakardjian, Andrzej Cichocki, Jos C. Prncipe |
| 2006 | ICASSP | Robust Blind Simo Channel Estimation Using Adatron. | Dongho Han, Jos C. Prncipe, Liuqing Yang, Ignacio Santamara, Javier Va |
| 2006 | ICASSP | A Normalized Minimum Error Entropy Stochastic Algorithm. | Seungju Han, Sudhir Rao, Kyu-Hwa Jeong, Jos C. Prncipe |
| 2006 | ICASSP | Kernel Based Synthetic Discriminant Function for Object Recognition. | Kyu-Hwa Jeong, Puskal P. Pokharel, Jian-Wu Xu, Seungju Han, Jos C. Prncipe |
| 2006 | ICASSP | A Closed Form Solution for a Nonlinear Wiener Filter. | Puskal P. Pokharel, Jian-Wu Xu, Deniz Erdogmus, Jos C. Prncipe |
| 2006 | ICASSP | Spike Sorting Using non Parametric Clustering VIA Cauchy Schwartz PDF Divergence. | Sudhir Rao, Justin C. Sanchez, Seungju Han, Jos C. Prncipe |
| 2006 | ICASSP | An Explicit Construction Of A Reproducing Gaussian Kernel Hilbert Space. | Jian-Wu Xu, Puskal P. Pokharel, Kyu-Hwa Jeong, Jos C. Prncipe |
| 2006 | IJCNN | Arm Motion Reconstruction via Feature Clustering in Joint Angle Space. | Jack DiGiovanna, Justin C. Sanchez, B. J. Fregly, Jos C. Prncipe |
| 2006 | IJCNN | Correntropy as a Novel Measure for Nonlinearity Tests. | Aysegul Gunduz, Anant Hegde, Jos C. Prncipe |
| 2006 | IJCNN | Information Theoretic Angle-Based Spectral Clustering: A Theoretical Analysis and an Algorithm. | Robert Jenssen, Deniz Erdogmus, Jos C. Prncipe |
| 2006 | IJCNN | Correntropy: A Localized Similarity Measure. | Weifeng Liu, Puskal P. Pokharel, Jos C. Prncipe |
| 2006 | IJCNN | Modeling of Synchronized Burst in Dissociated Cortical Tissue: An Exploration of Parameter Space. | Il Park, Dongming Xu, Thomas B. DeMarse, Jos C. Prncipe |
| 2006 | IJCNN | A Monte Carlo Sequential Estimation for Point Process Optimum Filtering. | Yiwen Wang, Antnio R. C. Paiva, Jos C. Prncipe |
| 2006 | IJCNN | Nonlinear Component Analysis Based on Correntropy. | Jian-Wu Xu, Puskal P. Pokharel, Antnio R. C. Paiva, Jos C. Prncipe |
| 2005 | ICASSP | Supervised training of adaptive systems with partially labeled data. | Deniz Erdogmus, Yadunandana N. Rao, Jos C. Prncipe |
| 2005 | ICASSP | The Laplacian spectral classifier. | Robert Jenssen, Deniz Erdogmus, Jos C. Prncipe, Torbjrn Eltoft |
| 2005 | ICASSP | Learning mappings in brain machine interfaces with echo state networks. | Yadunandana N. Rao, Sung-Phil Kim, Justin C. Sanchez, Deniz Erdogmus, Jos C. Prncipe, Jose M. Carmena, Mikhail A. Lebedev, Miguel A. L. Nicolelis |
| 2005 | ICASSP | An information-theoretic perspective to kernel independent components analysis. | Jian-Wu Xu, Deniz Erdogmus, Robert Jenssen, Jos C. Prncipe |
| 2005 | ICASSP | Separating Spatial and Temporal Activation Patterns in fMRI Using Competitive Subspace Projection. | Rui Yan, Guojun He, Deniz Erdogmus, Sung-Phil Kim, Jos C. Prncipe, Yijun Liu |
| 2005 | IJCNN | Towards the modeling of dissociated cortical tissue in the liquid state machine framework. | Dilip Goswami, Klaus Schuch, Yi Zheng, Thomas B. DeMarse, Jos C. Prncipe |
| 2005 | IJCNN | Sparse channel estimation with regularization method using convolution inequality for entropy. | Dongho Han, Sung-Phil Kim, Jos C. Prncipe |
| 2005 | IJCNN | An information theoretic approach to adaptive system training using unlabeled data. | Kyu-Hwa Jeong, Jian-Wu Xu, Jos C. Prncipe |
| 2005 | IJCNN | Computing with transiently stable states. | Mustafa C. Ozturk, Jos C. Prncipe |
| 2005 | IJCNN | Comparison of TDNN training algorithms in brain machine interfaces. | Yiwen Wang, Sung-Phil Kim, Jos C. Prncipe |
| 2005 | IJCNN | Direct adaptive control: an echo state network and genetic algorithm approach. | Dongming Xu, Jing Lan, Jos C. Prncipe |
| 2004 | ICASSP | Mixture of competitive linear models for phased-array magnetic resonance imaging. | Deniz Erdogmus, Rui Yan, Erik G. Larsson, Jos C. Prncipe, Jeffrey R. Fitzsimmons |
| 2004 | ICASSP | Parzen particle filters. | Tue Lehn-Schiler, Deniz Erdogmus, Jos C. Prncipe |
| 2004 | ICASSP | Accurate linear parameter estimation in colored noise. | Yadunandana N. Rao, Deniz Erdogmus, Jos C. Prncipe |
| 2004 | ICASSP | Minimizing Fisher information of the error in supervised adaptive filter training. | Jian-Wu Xu, Deniz Erdogmus, Jos C. Prncipe |
| 2004 | IJCNN | Nonlinear independent component analysis by homomorphic transformation of the mixtures. | Deniz Erdogmus, Yadunandana N. Rao, Jos C. Prncipe |
| 2004 | IJCNN | Real-time PCA (principal component analysis) implementation on DSP. | Dongho Han, Yadunandana N. Rao, Jos C. Prncipe, Karl S. Gugel |
| 2004 | IJCNN | Vector-quantization by density matching in the minimum Kullback-Leibler divergence sense. | Anant Hegde, Deniz Erdogmus, Tue Lehn-Schiler, Yadunandana N. Rao, Jos C. Prncipe |
| 2004 | IJCNN | Information theoretic spectral clustering. | Robert Jenssen, Torbjrn Eltoft, Jos C. Prncipe |
| 2004 | IJCNN | Modified Freeman model: a stability analysis and application to pattern recognition. | Mustafa C. Ozturk, Dongming Xu, Jos C. Prncipe |
| 2004 | IJCNN | Welcome. | Jos C. Prncipe |
| 2003 | ICASSP | On the convergence of SIPEX: a simultaneous principal components extraction algorithm. | Deniz Erdogmus, Yadunandana N. Rao, M. Can Ozturk, Luis Vielva, Jos C. Prncipe |
| 2003 | ICASSP | A hybrid subspace projection method for system identification. | Sung-Phil Kim, Yadunandana N. Rao, Deniz Erdogmus, Jos C. Prncipe |
| 2003 | ICASSP | Echo cancellation by global optimization of Kautz filters using an information theoretic criterion. | Ching-An Lai, Deniz Erdogmus, Jos C. Prncipe |
| 2003 | ICASSP | Matched pdf-based blind equalization. | Marcelino Lzaro, Ignacio Santamara, Carlos Pantalen, Deniz Erdogmus, Jos C. Prncipe |
| 2003 | ICASSP | Image combination for high-field phased-array MRI. | Rui Yan, Deniz Erdogmus, Erik G. Larsson, Jos C. Prncipe, Jeffrey R. Fitzsimmons |
| 2003 | IJCNN | A local linear modeling paradigm with a modified counterpropagation network. | Jeongho Cho, Jos C. Prncipe, Mark A. Motter |
| 2003 | IJCNN | Supervised synaptic weight adaptation for a spiking neuron. | Bryan A. Davis, Deniz Erdogmus, Yadunandana N. Rao, Jos C. Prncipe |
| 2003 | IJCNN | Accurate initialization of neural network weights by backpropagation of the desired response. | Deniz Erdogmus, Oscar Fontenla-Romero, Jos C. Prncipe, Amparo Alonso-Betanzos, Enrique F. Castillo, Robert Jenssen |
| 2003 | IJCNN | Clustering using Renyi's entropy. | Robert Jenssen, Kenneth E. Hild II, Deniz Erdogmus, Jos C. Prncipe, Torbjrn Eltoft |
| 2003 | IJCNN | A two-processing element adaptable linear oscillating recurrent system with single-weight plasticity. | Michael R. Johnson, Jos C. Prncipe |
| 2003 | IJCNN | Modeling the relation from motor cortical neuronal firing to hand movements using competitive linear filters and a MLP. | Sung-Phil Kim, Justin C. Sanchez, Deniz Erdogmus, Yadunandana N. Rao, Jos C. Prncipe, Miguel A. L. Nicolelis |
| 2003 | IJCNN | Identification of dynamical systems using GMM with VQ initialization. | Jing Lan, Jos C. Prncipe, Mark A. Motter |
| 2003 | IJCNN | Simulation of the Freeman model of the olfactory cortex: a quantitative performance analysis for the DSP approach. | Mustafa C. Ozturk, Jos C. Prncipe, Bryan A. Davis, Deniz Erdogmus |
| 2003 | IJCNN | Error whitening criterion for linear filter estimation. | Yadunandana N. Rao, Deniz Erdogmus, Jos C. Prncipe |
| 2003 | IROS | Bimodal brain-machine interface for motor control of robotic prosthetic. | Shalom Darmanjian, Sung-Phil Kim, Michael C. Nechyba, Scott Morrison, Jos C. Prncipe, Johan Wessberg, Miguel A. L. Nicolelis |
| 2002 | ICASSP | Simultaneous extraction of Principal Components using givens rotations and output variances. | Deniz Erdogmus, Yadunandana N. Rao, Jos C. Prncipe, Jing Zhao, Kenneth E. Hild II |
| 2002 | ICASSP | Blind source separation of time-varying instantaneous mixtures using an on-line algorithm. | Kenneth E. Hild II, Deniz Erdogmus, Jos C. Prncipe |
| 2002 | ICASSP | Robust on-line Principal Component Analysis based on a fixed-point approach. | Yadunandana N. Rao, Jos C. Prncipe |
| 2002 | ICASSP | Fast algorithm for adaptive blind equalization using order-α Renyi's entropy. | Ignacio Santamara, Carlos Pantalen, Luis Vielva, Jos C. Prncipe |
| 2002 | ICASSP | Underdetermined blind source separation in a time-varying environment. | Luis Vielva, Deniz Erdogmus, Carlos Pantalen, Ignacio Santamara, J. A. Pereda, Jos C. Prncipe |
| 2001 | ICASSP | Optimization in companion search spaces: the case of cross-entropy and the Levenberg-Marquardt algorithm. | Craig L. Fancourt, Jos C. Prncipe |
| 2000 | ICASSP | Multiresolution using principal component analysis. | Vic Brennan, Jos C. Prncipe |
| 2000 | ICASSP | Dynamic subgrouping in RTRL provides a faster O(N | Neil R. Euliano, Jos C. Prncipe |
| 2000 | ICASSP | On the relationship between the Karhunen-Loeve transform and the prolate spheroidal wave functions. | Craig L. Fancourt, Jos C. Prncipe |
| 2000 | ICASSP | A new clustering evaluation function using Renyi's information potential. | Erhan Gokcay, Jos C. Prncipe |
| 2000 | IJCNN | On the Use of Neural Networks in the Generalized Likelihood Ratio Test for Detecting Abrupt Changes in Signals. | Craig L. Fancourt, Jos C. Prncipe |
| 2000 | ISCAS | A silicon olfactory bulb oscillator. | Vtor M. Grade Tavares, Jos C. Prncipe, John G. Harris |
| 1999 | ICASSP | Nonlinear dynamic modeling of the voiced excitation for improved speech synthesis. | Karthik Narasimhan, Jos C. Prncipe, Donald G. Childers |
| 1999 | ICASSP | Generalized anti-Hebbian learning for source separation. | Hsiao-Chun Wu, Jos C. Prncipe |
| 1999 | ICASSP | Training MLPs layer-by-layer with the information potential. | Dongxin Xu, Jos C. Prncipe |
| 1999 | IJCNN | Blind separation of convolutive mixtures. | Jos C. Prncipe, Hsiao-Chun Wu |
| 1999 | IJCNN | An introduction to information theoretic learning. | Jos C. Prncipe, Dongxin Xu |
| 1999 | IJCNN | Loss function for blind source separation-minimum entropy criterion and its generalized anti-Hebbian rules. | Hsiao-Chun Wu, Jos C. Prncipe, John G. Harris, Jui-Kuo Juan |
| 1999 | IJCNN | Training MLPs layer-by-layer with the information potential. | Dongxin Xu, Jos C. Prncipe |
| 1999 | IJCNN | Improving ATR performance by incorporating virtual negative examples. | Qun Zhao, Jos C. Prncipe |
| 1998 | ICASSP | An interactive learning environment for adaptive systems instruction. | Jos C. Prncipe, Neil R. Euliano, Curt Lefebvre |
| 1998 | ICASSP | Exploring the time-frequency microstructure of speech for blind source separation. | Hsiao-Chun Wu, Jos C. Prncipe, Dongxin Xu |
| 1998 | ICASSP | A novel measure for independent component analysis (ICA). | Dongxin Xu, Jos C. Prncipe, John W. Fisher III, Hsiao-Chun Wu |
| 1997 | ICASSP | Temporal self-organization through competitive prediction. | Craig L. Fancourt, Jos C. Prncipe |
| 1997 | ICASSP | Generalized Oja's rule for linear discriminant analysis with Fisher criterion. | Jos C. Prncipe, Dongxin Xu, Chuan Wang |
| 1996 | ICASSP | Analysis of the time-frequency representation using the Gamma filter. | Samel elebi, Jos C. Prncipe |
| 1995 | ICASSP | Magnitude spectral estimation via Poisson moments with application to speech recognition. | Samel elebi, Jos C. Prncipe |
| 1994 | ICASSP | Echo cancellation with the gamma filter. | Mahlar Palkar, Jos C. Prncipe |
| 1992 | ICASSP | Generalized feedforward structures: a new class of adaptive filters. | Jos C. Prncipe, Bert de Vries, Pedro Guedes de Oliveira |
| 1990 | IJCNN | Neural network classification of event related potentials for the design of a new computer interface. | Christopher Konger, Jos C. Prncipe, Murat Taner |
| 1989 | COMPSAC | A knowledge-based supervision model for machine tools. | Taehwan Yoon, Jos C. Prncipe |