Ricardo Augusto Borsoi

73 papers A* 3Misc 10Journal 51Unranked 8

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Low-Rank Tensor Decompositions for the Theory of Neural Networks: Understanding deep learning through the lens of tensor formats [Special Issue on the Mathematics of Deep Learning]. IEEE Signal Process. Mag. Ricardo Augusto Borsoi, Konstantin Usevich, Marianne Clausel
2025	J	`jnl`	Identifiability of Deep Polynomial Neural Networks. CoRR Konstantin Usevich, Clara Dérand, Ricardo Augusto Borsoi, Marianne Clausel
2025	J	`jnl`	Low-Rank Tensor Decompositions for the Theory of Neural Networks. CoRR Ricardo Augusto Borsoi, Konstantin Usevich, Marianne Clausel
2025	J	`jnl`	Personalized Coupled Tensor Decomposition for Multimodal Data Fusion: Uniqueness and Algorithms. IEEE Trans. Signal Process. Ricardo Augusto Borsoi, Konstantin Usevich, David Brie, Tülay Adali
2025	—	`conf`	Riemannian Change Point Detection on Manifolds with Robust Centroid Estimation. EUSIPCO Xiuheng Wang, Ricardo Augusto Borsoi, Arnaud Breloy, Cédric Richard
2025	J	`jnl`	Riemannian Change Point Detection on Manifolds with Robust Centroid Estimation. CoRR Xiuheng Wang, Ricardo Augusto Borsoi, Arnaud Breloy, Cédric Richard
2025	A*	`conf`	Riemannian Diffusion Adaptation for Distributed Optimization on Manifolds. ICML Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard, Ali H. Sayed
2024	J	`jnl`	A Generalized Multiscale Bundle-Based Hyperspectral Sparse Unmixing Algorithm. CoRR Luciano Carvalho Ayres, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez, Sérgio Jose Melo de Almeida
2024	J	`jnl`	A Generalized Multiscale Bundle-Based Hyperspectral Sparse Unmixing Algorithm. IEEE Geosci. Remote. Sens. Lett. Luciano C. Ayres, Ricardo Augusto Borsoi, José C. M. Bermudez, Sérgio J. M. de Almeida
2024	—	`conf`	A Variational Approach for Robust Online Fusion of Multiresolution Multispectral Images. EUSIPCO Haoqing Li, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas
2024	J	`jnl`	Hierarchical Homogeneity-Based Superpixel Segmentation: Application to Hyperspectral Image Analysis. CoRR Luciano Carvalho Ayres, Sérgio Jose Melo de Almeida, José Carlos Moreira Bermudez, Ricardo Augusto Borsoi
2024	J	`jnl`	KODA: A Data-Driven Recursive Model for Time Series Forecasting and Data Assimilation using Koopman Operators. CoRR Ashutosh Singh, Ashish Singh, Tales Imbiriba, Deniz Erdogmus, Ricardo Augusto Borsoi
2024	J	`jnl`	Learning Semilinear Neural Operators : A Unified Recursive Framework For Prediction And Data Assimilation. CoRR Ashutosh Singh, Ricardo Augusto Borsoi, Deniz Erdogmus, Tales Imbiriba
2024	A*	`conf`	Learning semilinear neural operators: A unified recursive framework for prediction and data assimilation. ICLR Ashutosh Singh, Ricardo Augusto Borsoi, Deniz Erdogmus, Tales Imbiriba
2024	A*	`conf`	Non-parametric Online Change Point Detection on Riemannian Manifolds. ICML Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard
2024	J	`jnl`	Personalized Coupled Tensor Decomposition for Multimodal Data Fusion: Uniqueness and Algorithms. CoRR Ricardo Augusto Borsoi, Konstantin Usevich, David Brie, Tülay Adali
2024	Misc	`conf`	Riemannian Diffusion Adaptation over Graphs with Application to Online Distributed PCA. ICASSP Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard
2023	Misc	`conf`	A Deep Disentangled Approach for Interpretable Hyperspectral Unmixing. ICASSP Ricardo Augusto Borsoi, Tales Imbiriba, Deniz Erdogmus
2023	Misc	`conf`	Change Point Detection with Neural Online Density-Ratio Estimator. ICASSP Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard, Jie Chen
2023	J	`jnl`	Closed-Form Solution to the Multichannel Wiener Filter With Interaural Level Difference Preservation. IEEE ACM Trans. Audio Speech Lang. Process. Diego Marques do Carmo, Ricardo Augusto Borsoi, Márcio Holsbach Costa
2023	Misc	`conf`	DIstributed Change Point Detection in Streaming Manifold-Valued Signals Over Graphs. ACSSC Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard, André Ferrari
2023	J	`jnl`	Deep Hyperspectral and Multispectral Image Fusion With Inter-Image Variability. IEEE Trans. Geosci. Remote. Sens. Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard, Jie Chen
2023	J	`jnl`	Dynamical Hyperspectral Unmixing With Variational Recurrent Neural Networks. IEEE Trans. Image Process. Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas
2023	J	`jnl`	Dynamical Hyperspectral Unmixing with Variational Recurrent Neural Networks. CoRR Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas
2023	J	`jnl`	Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral Unmixing. CoRR Ricardo Augusto Borsoi, Deniz Erdogmus, Tales Imbiriba
2023	J	`jnl`	Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral Unmixing. IEEE Trans. Computational Imaging Ricardo Augusto Borsoi, Deniz Erdogmus, Tales Imbiriba
2023	Misc	`conf`	On the Impact of Sampling on Deep Sequential State Estimation. ACSSC Helena Calatrava, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas
2023	J	`jnl`	On the Impact of Sampling on Deep Sequential State Estimation. CoRR Helena Calatrava, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas
2023	—	`conf`	Online Change Point Detection on Riemannian Manifolds with Karcher Mean Estimates. EUSIPCO Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard
2022	—	`conf`	Deep Image Fusion Accounting for Inter-Image Variability. IEEECONF Xiuheng Wang, Ricardo Augusto Borsoi, Cédric Richard, Jie Chen
2022	J	`jnl`	Graph Topology Inference With Derivative-Reproducing Property in RKHS: Algorithm and Convergence Analysis. IEEE Trans. Signal Inf. Process. over Networks Mircea Moscu, Ricardo Augusto Borsoi, Cédric Richard, José Carlos M. Bermudez
2022	J	`jnl`	Hyperspectral Super-resolution Accounting for Spectral Variability: Coupled Tensor LL1-Based Recovery and Blind Unmixing of the Unknown Super-resolution Image. SIAM J. Imaging Sci. Clémence Prévost, Ricardo Augusto Borsoi, Konstantin Usevich, David Brie, José C. M. Bermudez, Cédric Richard
2022	J	`jnl`	Kalman Filtering and Expectation Maximization for Multitemporal Spectral Unmixing. IEEE Geosci. Remote. Sens. Lett. Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas, José Carlos M. Bermudez, Cédric Richard
2022	J	`jnl`	Model-Based Deep Autoencoder Networks for Nonlinear Hyperspectral Unmixing. IEEE Geosci. Remote. Sens. Lett. Haoqing Li, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas, José C. M. Bermudez, Deniz Erdogmus
2022	J	`jnl`	Robust parameter strategy for Wiener-based binaural noise reduction methods in hearing aids. Biomed. Signal Process. Control. Diego Marques do Carmo, Ricardo Augusto Borsoi, Márcio Holsbach Costa
2021	Misc	`conf`	A Homogeneity-Based Multiscale Hyperspectral Image Representation for Sparse Spectral Unmixing. ICASSP Luciano C. Ayres, Sérgio J. M. de Almeida, José C. M. Bermudez, Ricardo Augusto Borsoi
2021	Misc	`conf`	Convergence Analysis of the Graph-Topology-Inference Kernel LMS Algorithm. ICASSP Mircea Moscu, Ricardo Augusto Borsoi, Cédric Richard
2021	J	`jnl`	Coupled Tensor Decomposition for Hyperspectral and Multispectral Image Fusion With Inter-Image Variability. IEEE J. Sel. Top. Signal Process. Ricardo Augusto Borsoi, Clémence Prévost, Konstantin Usevich, David Brie, José C. M. Bermudez, Cédric Richard
2021	—	`conf`	Coupled Tensor Models Accounting for Inter-image Variability. ACSCC Ricardo Augusto Borsoi, Clémence Prévost, Konstantin Usevich, David Brie, José C. M. Bermudez, Cédric Richard
2021	J	`jnl`	Deep Generative Models for Library Augmentation in Multiple Endmember Spectral Mixture Analysis. IEEE Geosci. Remote. Sens. Lett. Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard
2021	J	`jnl`	Fast Unmixing and Change Detection in Multitemporal Hyperspectral Data. IEEE Trans. Computational Imaging Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard
2021	J	`jnl`	Model-Based Deep Autoencoder Networks for Nonlinear Hyperspectral Unmixing. CoRR Haoqing Li, Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas, José Carlos Moreira Bermudez, Deniz Erdogmus
2021	J	`jnl`	Robust parameter design for Wiener-based binaural noise reduction methods in hearing aids. CoRR Diego Marques do Carmo, Ricardo Augusto Borsoi, Márcio H. Costa
2021	—	`—`	Spectral variability in hyperspectral unmixing: multiscale, tensor, and neural network-based approaches Ricardo Augusto Borsoi
2020	J	`jnl`	A Blind Multiscale Spatial Regularization Framework for Kernel-Based Spectral Unmixing. IEEE Trans. Image Process. Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard
2020	J	`jnl`	A Data Dependent Multiscale Model for Hyperspectral Unmixing With Spectral Variability. IEEE Trans. Image Process. Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez
2020	J	`jnl`	Deep Generative Endmember Modeling: An Application to Unsupervised Spectral Unmixing. IEEE Trans. Computational Imaging Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez
2020	J	`jnl`	Kalman Filtering and Expectation Maximization for Multitemporal Spectral Unmixing. CoRR Ricardo Augusto Borsoi, Tales Imbiriba, Pau Closas, José Carlos Moreira Bermudez, Cédric Richard
2020	J	`jnl`	Low-Rank Tensor Modeling for Hyperspectral Unmixing Accounting for Spectral Variability. IEEE Trans. Geosci. Remote. Sens. Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez
2020	Misc	`conf`	Online Graph Topology Inference with Kernels For Brain Connectivity Estimation. ICASSP Mircea Moscu, Ricardo Augusto Borsoi, Cédric Richard
2020	—	`conf`	Online Kernel-Based Graph Topology Identification with Partial-Derivative-Imposed Sparsity. EUSIPCO Mircea Moscu, Ricardo Augusto Borsoi, Cédric Richard
2020	J	`jnl`	Robust online video super-resolution using an efficient alternating projections scheme. Signal Process. Ricardo Augusto Borsoi
2020	J	`jnl`	Super-Resolution for Hyperspectral and Multispectral Image Fusion Accounting for Seasonal Spectral Variability. IEEE Trans. Image Process. Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez
2019	J	`jnl`	A Blind Multiscale Spatial Regularization Framework for Kernel-based Spectral Unmixing. CoRR Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard
2019	J	`jnl`	A Fast Multiscale Spatial Regularization for Sparse Hyperspectral Unmixing. IEEE Geosci. Remote. Sens. Lett. Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard
2019	J	`jnl`	A New Adaptive Video Super-Resolution Algorithm With Improved Robustness to Innovations. IEEE Trans. Image Process. Ricardo Augusto Borsoi, Guilherme Holsbach Costa, José Carlos Moreira Bermudez
2019	J	`jnl`	Deep Generative Endmember Modeling: An Application to Unsupervised Spectral Unmixing. CoRR Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez
2019	J	`jnl`	Deep Generative Models for Library Augmentation in Multiple Endmember Spectral Mixture Analysis. CoRR Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard
2019	J	`jnl`	Improved Hyperspectral Unmixing With Endmember Variability Parametrized Using an Interpolated Scaling Tensor. CoRR Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez
2019	Misc	`conf`	Improved Hyperspectral Unmixing with Endmember Variability Parametrized Using an Interpolated Scaling Tensor. ICASSP Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez
2019	J	`jnl`	Robust Online Video Super-Resolution Using an Efficient Alternating Projections Scheme. CoRR Ricardo Augusto Borsoi
2018	J	`jnl`	A Data Dependent Multiscale Model for Hyperspectral Unmixing With Spectral Variability. CoRR Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez
2018	—	`conf`	A Low-Rank Tensor Regularization Strategy for Hyperspectral Unmixing. SSP Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez
2018	J	`jnl`	A Low-rank Tensor Regularization Strategy for Hyperspectral Unmixing. CoRR Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez
2018	Misc	`conf`	Generalized Linear Mixing Model Accounting for Endmember Variability. ICASSP Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez
2018	J	`jnl`	Low-Rank Tensor Modeling for Hyperspectral Unmixing Accounting for Spectral Variability. CoRR Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez
2018	J	`jnl`	On the Performance and Implementation of Parallax Free Video See-Through Displays. IEEE Trans. Vis. Comput. Graph. Ricardo Augusto Borsoi, Guilherme Holsbach Costa
2018	J	`jnl`	Super-Resolution for Hyperspectral and Multispectral Image Fusion Accounting for Seasonal Spectral Variability. CoRR Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez
2018	J	`jnl`	Super-resolution reconstruction of electrical impedance tomography images. Comput. Electr. Eng. Ricardo Augusto Borsoi, Julio Cesar Ceballos Aya, Guilherme Holsbach Costa, José Carlos Moreira Bermudez
2017	J	`jnl`	A New Adaptive Video SRR Algorithm With Improved Robustness to Innovations. CoRR Ricardo Augusto Borsoi, Guilherme Holsbach Costa, José Carlos Moreira Bermudez
2017	—	`conf`	A new adaptive video SRR algorithm with improved robustness to innovations. EUSIPCO Ricardo Augusto Borsoi, Guilherme Holsbach Costa, José Carlos Moreira Bermudez
2017	J	`jnl`	Generalized linear mixing model accounting for endmember variability. CoRR Tales Imbiriba, Ricardo Augusto Borsoi, José Carlos Moreira Bermudez
2017	J	`jnl`	Tech Report: A Fast Multiscale Spatial Regularization for Sparse Hyperspectral Unmixing. CoRR Ricardo Augusto Borsoi, Tales Imbiriba, José Carlos Moreira Bermudez, Cédric Richard