| 2026 | WACV | SSplain: Sparse and Smooth Explainer for Retinopathy of Prematurity Classification. | Elifnur Sunger, Tales Imbiriba, J. Peter Campbell, Deniz Erdogmus, Stratis Ioannidis, Jennifer G. Dy |
| 2025 | AAAI | Learning Physics Informed Neural ODEs with Partial Measurements. | Paul Ghanem, Ahmet Demirkaya, Tales Imbiriba, Alireza Ramezani, Zachary Danziger, Deniz Erdogmus |
| 2025 | AAAI | MarkovType: A Markov Decision Process Strategy for Non-Invasive Brain-Computer Interfaces Typing Systems. | Elifnur Sunger, Yunus Bicer, Deniz Erdogmus, Tales Imbiriba |
| 2025 | WACV | Advancing Multi-Person Tracking for Autism Behavior Analysis: Challenges, Opportunities, and Future Directions in Clinical Settings. | Somaieh Amraee, Eva Blanco-Mallo, Deniz Erdogmus, Aston McCullough, Matthew S. Goodwin, Sarah Ostadabbas |
| 2024 | ACSSC | Byzantine-Resilient Collaborative Hierarchical Non-Bayesian Learning. | Connor Mclaughlin, Matthew Ding, Deniz Erdogmus, Lili Su |
| 2024 | ICLR | Learning semilinear neural operators: A unified recursive framework for prediction and data assimilation. | Ashutosh Singh, Ricardo Augusto Borsoi, Deniz Erdogmus, Tales Imbiriba |
| 2023 | ICASSP | A Deep Disentangled Approach for Interpretable Hyperspectral Unmixing. | Ricardo Augusto Borsoi, Tales Imbiriba, Deniz Erdogmus |
| 2023 | ICASSP | Inv-Senet: Invariant Self Expression Network for Clustering Under Biased Data. | Ashutosh Singh, Ashish Singh, Aria Masoomi, Tales Imbiriba, Erik G. Learned-Miller, Deniz Erdogmus |
| 2023 | ICASSP | Recursive Estimation of User Intent From Noninvasive Electroencephalography Using Discriminative Models. | Niklas Smedemark-Margulies, Basak Celik, Tales Imbiriba, Aziz Kocanaogullari, Deniz Erdogmus |
| 2023 | RO-MAN | Gaussian Process-Based Prediction of Human Trajectories to Promote Seamless Human-Robot Handovers. | Kyle Lockwood, Garrit Strenge, Yunus Bicer, Tales Imbiriba, Mariusz P. Furmanek, Taskin Padir, Deniz Erdogmus, Eugene Tunik, Mathew Yarossi |
| 2022 | AISTATS | Equivariant Deep Dynamical Model for Motion Prediction. | Bahar Azari, Deniz Erdogmus |
| 2022 | FUSION | Hybrid Neural Network Augmented Physics-based Models for Nonlinear Filtering. | Tales Imbiriba, Ahmet Demirkaya, Jindrich Dunk, Ondrej Straka, Deniz Erdogmus, Pau Closas |
| 2022 | IROS | VAST: Visual and Spectral Terrain Classification in Unstructured Multi-Class Environments. | Nathaniel Hanson, Michael Shaham, Deniz Erdogmus, Taskin Padir |
| 2022 | MICCAI | Deep Learning Framework for Real-Time Fetal Brain Segmentation in MRI. | Razieh Faghihpirayesh, Davood Karimi, Deniz Erdogmus, Ali Gholipour |
| 2021 | AISTATS | Deep Spectral Ranking. | Ilkay Yildiz, Jennifer G. Dy, Deniz Erdogmus, Susan Ostmo, J. Peter Campbell, Michael F. Chiang, Stratis Ioannidis |
| 2021 | DATE | NetCut: Real-Time DNN Inference Using Layer Removal. | Mehrshad Zandigohar, Deniz Erdogmus, Gunar Schirner |
| 2021 | ICRA | End-to-end grasping policies for human-in-the-loop robots via deep reinforcement learning | Mohammadreza Sharif, Deniz Erdogmus, Christopher Amato, Taskin Padir |
| 2021 | MICCAI | Lesion Normalization and Supervised Learning in Post-traumatic Seizure Classification with Diffusion MRI. | Md Navid Akbar, Sebastian F. Ruf, Marianna La Rocca, Rachael Garner, Giuseppe Barisano, Ruskin Cua, Paul M. Vespa, Deniz Erdogmus, Dominique Duncan |
| 2020 | AISTATS | Fast and Accurate Ranking Regression. | Ilkay Yildiz, Jennifer G. Dy, Deniz Erdogmus, Jayashree Kalpathy-Cramer, Susan Ostmo, J. Peter Campbell, Michael F. Chiang, Stratis Ioannidis |
| 2020 | CVPR | A generic unfolding algorithm for manifolds estimated by local linear approximations. | Jonas Nordhaug Myhre, Matineh Shaker, Mustafa Devrim Kaba, Robert Jenssen, Deniz Erdogmus |
| 2020 | IROS | Kinematic Optimization of an Underactuated Anthropomorphic Prosthetic Hand. | Ann Marie Votta, Sezen Yagmur Gnay, Brian Zylich, Erik H. Skorina, Raagini Rameshwar, Deniz Erdogmus, Cagdas D. Onal |
| 2019 | ACML | Variational Inference from Ranked Samples with Features. | Yuan Guo, Jennifer G. Dy, Deniz Erdogmus, Jayashree Kalpathy-Cramer, Susan Ostmo, J. Peter Campbell, Michael F. Chiang, Stratis Ioannidis |
| 2019 | ICASSP | A History-based Stopping Criterion in Recursive Bayesian State Estimation. | Yeganeh M. Marghi, Aziz Koanaogullari, Murat Akakaya, Deniz Erdogmus |
| 2019 | ICLR | Structured Adversarial Attack: Towards General Implementation and Better Interpretability. | Kaidi Xu, Sijia Liu, Pu Zhao, Pin-Yu Chen, Huan Zhang, Quanfu Fan, Deniz Erdogmus, Yanzhi Wang, Xue Lin |
| 2019 | KDD | A Severity Score for Retinopathy of Prematurity. | Peng Tian, Yuan Guo, Jayashree Kalpathy-Cramer, Susan Ostmo, John Peter Campbell, Michael F. Chiang, Jennifer G. Dy, Deniz Erdogmus, Stratis Ioannidis |
| 2019 | SDM | Accelerated Experimental Design for Pairwise Comparisons. | Yuan Guo, Jennifer G. Dy, Deniz Erdogmus, Jayashree Kalpathy-Cramer, Susan Ostmo, J. Peter Campbell, Michael F. Chiang, Stratis Ioannidis |
| 2018 | IJCAI | Experimental Design under the Bradley-Terry Model. | Yuan Guo, Peng Tian, Jayashree Kalpathy-Cramer, Susan Ostmo, J. Peter Campbell, Michael F. Chiang, Deniz Erdogmus, Jennifer G. Dy, Stratis Ioannidis |
| 2017 | ACSSC | Target tracking via recursive Bayesian state estimation in radar networks. | Yijian Xiang, Murat Akakaya, Satyabrata Sen, Deniz Erdogmus, Arye Nehorai |
| 2017 | MICCAI | Tversky Loss Function for Image Segmentation Using 3D Fully Convolutional Deep Networks. | Seyed Sadegh Mohseni Salehi, Deniz Erdogmus, Ali Gholipour |
| 2016 | HCI | A Kronecker Product Structured EEG Covariance Estimator for a Language Model Assisted-BCI. | Paula Gonzalez-Navarro, Mohammad Moghadamfalahi, Murat Akakaya, Deniz Erdogmus |
| 2015 | HCI | The Effect of Limiting Trial Count in Context Aware BCIs: A Case Study with Language Model Assisted Spelling. | Mohammad Moghadamfalahi, Paula Gonzalez-Navarro, Murat Akakaya, Umut Orhan, Deniz Erdogmus |
| 2014 | ACSSC | Utilization of temporal trial dependency in ERP based BCIs. | Umut Orhan, Delia Fernandez-Canellas, Murat Akakaya, Dana H. Brooks, Deniz Erdogmus |
| 2013 | ASSETS | Improved inference and autotyping in EEG-based BCI typing systems. | Andrew Fowler, Brian Roark, Umut Orhan, Deniz Erdogmus, Melanie Fried-Oken |
| 2013 | HCI | Robust Classification in RSVP Keyboard. | Matt Higger, Murat Akakaya, Umut Orhan, Deniz Erdogmus |
| 2012 | ICASSP | A mode-based clustering algorithm without mode seeking. | Esra Ataer Cansizoglu, Deniz Erdogmus |
| 2012 | ICASSP | RSVP keyboard: An EEG based typing interface. | Umut Orhan, Kenneth E. Hild II, Deniz Erdogmus, Brian Roark, Barry Oken, Melanie Fried-Oken |
| 2012 | ICASSP | Unsupervised wrinkle detection in reflectance confocal microscopy images of the human skin. | Jamshid Sourati, Dana H. Brooks, Jennifer G. Dy, Esra Ataer Cansizoglu, Deniz Erdogmus, Milind Rajadhyaksha |
| 2011 | ACL | An ERP-based Brain-Computer Interface for text entry using Rapid Serial Visual Presentation and Language Modeling. | Kenneth E. Hild II, Umut Orhan, Deniz Erdogmus, Brian Roark, Barry Oken, Shalini Purwar, Hooman Nezamfar, Melanie Fried-Oken |
| 2011 | ACSSC | Session MA7b: Multivariate and multimodal analysis of brain signals. | Justin Dauwels, Deniz Erdogmus |
| 2011 | ACSSC | Context information significantly improves brain computer interface performance - a case study on text entry using a language model assisted BCI. | Umut Orhan, Deniz Erdogmus, Kenneth E. Hild II, Brian Roark, Barry Oken, Melanie Fried-Oken |
| 2011 | ICASSP | Polytope kernel density estimates on Delaunay graphs. | Erhan Bas, Deniz Erdogmus |
| 2011 | ICASSP | Sampling on locally defined principal manifolds. | Erhan Bas, Deniz Erdogmus |
| 2011 | ICASSP | On visually evoked potentials in eeg induced by multiple pseudorandom binary sequences for brain computer interface design. | Hooman Nezamfar, Umut Orhan, Deniz Erdogmus, Kenneth E. Hild II, Shalini Purwar, Barry Oken, Melanie Fried-Oken |
| 2010 | ESANN | Principal curve tracing. | Erhan Bas, Deniz Erdogmus |
| 2010 | ESANN | Identifying informative features for ERP speller systems based on RSVP paradigm. | Tian Lan, Deniz Erdogmus, Lois M. Black, Jan P. H. van Santen |
| 2010 | ICMLA | A Novel Application of Principal Surfaces to Segmentation in 4D-CT for Radiation Treatment Planning. | Sheng You, Esra Ataer Cansizoglu, Deniz Erdogmus, James Tanyi, Jayashree Kalpathy-Cramer |
| 2009 | ICASSP | Target detection using incremental learning on single-trial evoked response. | Yonghong Huang, Deniz Erdogmus, Misha Pavel, Kenneth E. Hild II, Santosh Mathan |
| 2009 | ICASSP | A new approach for the reassignment of time-frequency representations. | Ervin Sejdic, Umut Ozertem, Igor Djurovic, Deniz Erdogmus |
| 2008 | CHI | Rapid image analysis using neural signals. | Santosh Mathan, Deniz Erdogmus, Yonghong Huang, Misha Pavel, Patricia Ververs, James Carciofini, Michael C. Dorneich, Stephen Whitlow |
| 2008 | ICASSP | Detecting mild cognitive loss with continuous monitoring of medication adherence. | Yonghong Huang, Deniz Erdogmus, Zhengdong Lu, Todd K. Leen |
| 2008 | ICASSP | Large-scale image database triage via EEG evoked responses. | Yonghong Huang, Deniz Erdogmus, Santosh Mathan, Misha Pavel |
| 2008 | ICASSP | Local conditions for critical and principal manifolds. | Umut Ozertem, Deniz Erdogmus |
| 2008 | ICASSP | Signal denoising using principal curves: Application to timewarping. | Umut Ozertem, Deniz Erdogmus |
| 2008 | ICASSP | Density geodesics for similarity clustering. | Umut Ozertem, Deniz Erdogmus, Miguel . Carreira-Perpin |
| 2008 | ICML | A reproducing kernel Hilbert space framework for pairwise time series distances. | Zhengdong Lu, Todd K. Leen, Yonghong Huang, Deniz Erdogmus |
| 2008 | ISCAS | Geometric structure of sum-of-rank-1 decompositions for n-dimensional order-p symmetric tensors. | Olexiy O. Kyrgyzov, Deniz Erdogmus |
| 2007 | ICASSP | Self-Consistent Locally Defined Principal Surfaces. | Deniz Erdogmus, Umut Ozertem |
| 2007 | ICASSP | Information Regularized Maximum Likelihood for Binary Motion Sensors. | Umut Ozertem, Deniz Erdogmus |
| 2007 | ICASSP | Recursive Complex Blind Source Separation via Eigendecomposition of Cumulant Matrices. | Puskal P. Pokharel, Umut Ozertem, Deniz Erdogmus, Jos C. Prncipe |
| 2007 | ICONIP | Nonlinear Coordinate Unfolding Via Principal Curve Projections with Application to Nonlinear BSS. | Deniz Erdogmus, Umut Ozertem |
| 2007 | IJCNN | A Novel Switching Scheme Between Adaptive Information Algorithms. | Seungju Han, Sudhir Rao, Deniz Erdogmus, Jos C. Prncipe |
| 2007 | IJCNN | A Nonparametric Approach for Active Contours. | Umut Ozertem, Deniz Erdogmus |
| 2007 | IJCNN | Automatic Brain Image Segmentation for Evaluation of Experimental Ischemic Stroke Using Gradient vector flow and kernel annealing. | Umut Ozertem, Andras Gruber, Deniz Erdogmus |
| 2006 | CHI | Neurophysiologically driven image triage: a pilot study. | Santosh Mathan, Stephen Whitlow, Deniz Erdogmus, Misha Pavel, Patricia Ververs, Michael C. Dorneich |
| 2006 | ICASSP | Kernel Density Estimation, Affinity-Based Clustering, And Typical Cuts. | Deniz Erdogmus, Miguel . Carreira-Perpin, Umut Ozertem |
| 2006 | ICASSP | Mean Shift Spectral Clustering for Perceptual Image Segmentation. | Umut Ozertem, Deniz Erdogmus, Tian Lan |
| 2006 | ICASSP | A Closed Form Solution for a Nonlinear Wiener Filter. | Puskal P. Pokharel, Jian-Wu Xu, Deniz Erdogmus, Jos C. Prncipe |
| 2006 | IJCNN | Comparison of Linear and Nonlinear Approaches on Single Trial ERP Detection in Rapid Serial Visual Presentation Tasks. | Yonghong Huang, Deniz Erdogmus, Santosh Mathan, Misha Pavel |
| 2006 | IJCNN | Information Theoretic Angle-Based Spectral Clustering: A Theoretical Analysis and an Algorithm. | Robert Jenssen, Deniz Erdogmus, Jos C. Prncipe |
| 2006 | IJCNN | Estimating Mutual Information Using Gaussian Mixture Model for Feature Ranking and Selection. | Tian Lan, Deniz Erdogmus, Umut Ozertem, Yonghong Huang |
| 2006 | IJCNN | Automatic Frequency Bands Segmentation Using Statistical Similarity for Power Spectrum Density Based Brain Computer Interfaces. | Tian Lan, Deniz Erdogmus, Misha Pavel, Santosh Mathan |
| 2006 | IJCNN | Clustering with Normalized Information Potential Constrained Maximum Entropy Boltzmann Distribution. | Umut Ozertem, Deniz Erdogmus |
| 2005 | ICASSP | Supervised training of adaptive systems with partially labeled data. | Deniz Erdogmus, Yadunandana N. Rao, Jos C. Prncipe |
| 2005 | ICASSP | MRI Image Reconstruction via Homomorphic Signal Processing. | Jeffrey R. Fitzsimmons, Rui Yan, Deniz Erdogmus |
| 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 | Feature selection by independent component analysis and mutual information maximization in EEG signal classification. | Tian Lan, Deniz Erdogmus, Andr Adami, Michael Pavel |
| 2005 | IJCNN | Maximally discriminative spectral feature projections using mutual information. | Umut Ozertem, Deniz Erdogmus |
| 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 | 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 |
| 2003 | ESANN | Recursive Least Squares for an Entropy Regularized MSE Cost Function. | Deniz Erdogmus, Yadunandana N. Rao, Jos Carlos Prncipe, Oscar Fontenla-Romero, Amparo Alonso-Betanzos |
| 2003 | ESANN | Accelerating the convergence speed of neural networks learning methods using least squares. | Oscar Fontenla-Romero, Deniz Erdogmus, Jos Carlos Prncipe, Amparo Alonso-Betanzos, Enrique F. Castillo |
| 2003 | ICANN | Linear Least-Squares Based Methods for Neural Networks Learning. | Oscar Fontenla-Romero, Deniz Erdogmus, Jos Carlos Prncipe, Amparo Alonso-Betanzos, Enrique F. Castillo |
| 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 | 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 | 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 | 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 |
| 2002 | ICANN | Potential Energy and Particle Interaction Approach for Learning in Adaptive Systems. | Deniz Erdogmus, Jos Carlos Prncipe, Luis Vielva, David Luengo |
| 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 | Underdetermined blind source separation in a time-varying environment. | Luis Vielva, Deniz Erdogmus, Carlos Pantalen, Ignacio Santamara, J. A. Pereda, Jos C. Prncipe |