Cesar F. Caiafa

Publication Activity (10 Years)

Years Active: 2006-2024
Publications (10 Years): 29

Top Topics

Mild Cognitive Impairment

Component Analysis

Tensor Decomposition

Feature Selection

Top Venues

Biomed. Signal Process. Control.

Publications

Shuning Han, Zhe Sun, Kanhao Zhao, Feng Duan, Cesar F. Caiafa, Yu Zhang, Jordi Solé-Casals
An Insight Into Neurodegeneration: Harnessing Functional MRI Connectivity in the Diagnosis of Mild Cognitive Impairment. BIOSTEC (1) (2024)
Hao Jia, Shuning Han, Cesar F. Caiafa, Feng Duan, Yu Zhang, Zhe Sun, Jordi Solé-Casals
Enabling temporal-spectral decoding in multi-class single-side upper limb classification. Eng. Appl. Artif. Intell. 133 (2024)
Hao Jia, Zihao Huang, Cesar F. Caiafa, Feng Duan, Yu Zhang, Zhe Sun, Jordi Solé-Casals
Assessing the Potential of Data Augmentation in EEG Functional Connectivity for Early Detection of Alzheimer's Disease. Cogn. Comput. 16 (1) (2024)
Salman Ahmadi-Asl, Anh Huy Phan, Cesar F. Caiafa, Andrzej Cichocki
Robust low tubal rank tensor recovery using discrete empirical interpolation method with optimized slice/feature selection. Adv. Comput. Math. 50 (2) (2024)
Salman Ahmadi-Asl, Anh Huy Phan, Cesar F. Caiafa, Andrzej Cichocki
Robust Low-Tubal-rank tensor recovery Using Discrete Empirical Interpolation Method with Optimized Slice/Feature Selection. CoRR (2023)
Chao Li, Junhua Zeng, Chunmei Li, Cesar F. Caiafa, Qibin Zhao
Alternating Local Enumeration (TnALE): Solving Tensor Network Structure Search with Fewer Evaluations. ICML (2023)
Cesar F. Caiafa, Ramiro M. Irastorza
A sparse coding approach to inverse problems with application to microwave tomography imaging. CoRR (2023)
Zhao Zhang, Shuning Han, Huaihai Yi, Feng Duan, Fei Kang, Zhe Sun, Jordi Solé-Casals, Cesar F. Caiafa
A Brain-Controlled Vehicle System Based on Steady State Visual Evoked Potentials. Cogn. Comput. 15 (1) (2023)
Zhe Sun, Vassilis Cutsuridis, Cesar F. Caiafa, Jordi Solé-Casals
Brain Simulation and Spiking Neural Networks. Cogn. Comput. 15 (4) (2023)
Jianing Xue, Zhe Sun, Feng Duan, Cesar F. Caiafa, Jordi Solé-Casals
Underwater sEMG-based recognition of hand gestures using tensor decomposition. Pattern Recognit. Lett. 165 (2023)
Cesar F. Caiafa, Zhe Sun, Toshihisa Tanaka, Pere Martí-Puig, Jordi Solé-Casals
Special Issue "Machine Learning Methods for Biomedical Data Analysis". Sensors 23 (23) (2023)
Chao Li, Junhua Zeng, Chunmei Li, Cesar F. Caiafa, Qibin Zhao
Alternating Local Enumeration (TnALE): Solving Tensor Network Structure Search with Fewer Evaluations. CoRR (2023)
Hao Jia, Fan Feng, Cesar F. Caiafa, Feng Duan, Yu Zhang, Zhe Sun, Jordi Solé-Casals
Multi-Class Classification of Upper Limb Movements With Filter Bank Task-Related Component Analysis. IEEE J. Biomed. Health Informatics 27 (8) (2023)
Wenjian Ding, Zhe Sun, Xingxing Wu, Zhenglu Yang, Jordi Solé-Casals, Cesar F. Caiafa
Tensor completion algorithms for estimating missing values in multi-channel audio signals. Comput. Electr. Eng. 97 (2022)
Zhiwen Zhang, Feng Duan, Cesar F. Caiafa, Jordi Solé-Casals, Zhenglu Yang, Zhe Sun
Domain classifier-based transfer learning for visual attention prediction. World Wide Web 25 (4) (2022)
Hao Jia, Zhe Sun, Feng Duan, Yu Zhang, Cesar F. Caiafa, Jordi Solé-Casals
Improving Pre-movement Pattern Detection with Filter Bank Selection. CoRR (2022)
Hao Jia, Zhe Sun, Feng Duan, Yu Zhang, Cesar F. Caiafa, Jordi Solé-Casals
Towards Multi-class Pre-movement Classification. CoRR (2022)
Jin Zhang, Fan Feng, Pere Martí-Puig, Cesar F. Caiafa, Zhe Sun, Feng Duan, Jordi Solé-Casals
Serial-EMD: Fast empirical mode decomposition method for multi-dimensional signals based on serialization. Inf. Sci. 581 (2021)
Ying Tan, Zhe Sun, Feng Duan, Jordi Solé-Casals, Cesar F. Caiafa
A multimodal emotion recognition method based on facial expressions and electroencephalography. Biomed. Signal Process. Control. 70 (2021)
Cesar F. Caiafa, Ziyao Wang, Jordi Solé-Casals, Qibin Zhao
Learning From Incomplete Features by Simultaneous Training of Neural Networks and Sparse Coding. CVPR Workshops (2021)
Zhe Sun, Binghua Li, Feng Duan, Hao Jia, Shan Wang, Yu Liu, Andrzej Cichocki, Cesar F. Caiafa, Jordi Solé-Casals
WLnet: Towards an Approach for Robust Workload Estimation Based on Shallow Neural Networks. IEEE Access 9 (2021)
Yangyang Dai, Feng Duan, Fan Feng, Zhe Sun, Yu Zhang, Cesar F. Caiafa, Pere Martí-Puig, Jordi Solé-Casals
A Fast Approach to Removing Muscle Artifacts for EEG with Signal Serialization Based Ensemble Empirical Mode Decomposition. Entropy 23 (9) (2021)
Salman Ahmadi-Asl, Cesar F. Caiafa, Andrzej Cichocki, Anh Huy Phan, Toshihisa Tanaka, Ivan V. Oseledets, Jun Wang
Cross Tensor Approximation Methods for Compression and Dimensionality Reduction. IEEE Access 9 (2021)
Jin Zhang, Fan Feng, Pere Martí-Puig, Cesar F. Caiafa, Zhe Sun, Feng Duan, Jordi Solé-Casals
Serial-EMD: Fast Empirical Mode Decomposition Method for Multi-dimensional Signals Based on Serialization. CoRR (2021)
Cesar F. Caiafa, Ziyao Wang, Jordi Solé-Casals, Qibin Zhao
Learning from Incomplete Data by Simultaneous Training of Neural Networks and Sparse Coding. CoRR (2020)
Farzane Aminmansour, Andrew Patterson, Lei Le, Yisu Peng, Daniel Mitchell, Franco Pestilli, Cesar F. Caiafa, Russell Greiner, Martha White
Learning Macroscopic Brain Connectomes via Group-Sparse Factorization. NeurIPS (2019)
Cesar F. Caiafa, Olaf Sporns, Andrew J. Saykin, Franco Pestilli
Unified representation of tractography and diffusion-weighted MRI data using sparse multidimensional arrays. NIPS (2017)
Shashank Gugnani, Xiaoyi Lu, Franco Pestilli, Cesar F. Caiafa, Dhabaleswar K. Panda
MPI-LiFE: Designing High-Performance Linear Fascicle Evaluation of Brain Connectome with MPI. HiPC (2017)
Hiromasa Takemura, Cesar F. Caiafa, Brian A. Wandell, Franco Pestilli
Ensemble Tractography. PLoS Comput. Biol. 12 (2) (2016)
Andrzej Cichocki, Danilo P. Mandic, Lieven De Lathauwer, Guoxu Zhou, Qibin Zhao, Cesar F. Caiafa, Anh Huy Phan
Tensor Decompositions for Signal Processing Applications: From two-way to multiway component analysis. IEEE Signal Process. Mag. 32 (2) (2015)
Cesar F. Caiafa, Andrzej Cichocki
Stable, Robust, and Super Fast Reconstruction of Tensors Using Multi-Way Projections. IEEE Trans. Signal Process. 63 (3) (2015)
Cesar F. Caiafa, Andrzej Cichocki
Stable, Robust and Super Fast Reconstruction of Tensors Using Multi-Way Projections. CoRR (2014)
Andrzej Cichocki, Danilo P. Mandic, Anh Huy Phan, Cesar F. Caiafa, Guoxu Zhou, Qibin Zhao, Lieven De Lathauwer
Tensor Decompositions for Signal Processing Applications From Two-way to Multiway Component Analysis. CoRR (2014)
Cesar F. Caiafa, Andrzej Cichocki
Multidimensional compressed sensing and their applications. WIREs Data Mining Knowl. Discov. 3 (6) (2013)
Jordi Solé-Casals, Cesar F. Caiafa
A Fast Gradient Approximation for Nonlinear Blind Signal Processing. Cogn. Comput. 5 (4) (2013)
Cesar F. Caiafa, Ercan E. Kuruoglu
Using Generic Order Moments for separation of dependent sources with linear conditional expectations. EUSIPCO (2013)
Qibin Zhao, Cesar F. Caiafa, Danilo P. Mandic, Zenas C. Chao, Yasuo Nagasaka, Naotaka Fujii, Liqing Zhang, Andrzej Cichocki
Higher Order Partial Least Squares (HOPLS): A Generalized Multilinear Regression Method. IEEE Trans. Pattern Anal. Mach. Intell. 35 (7) (2013)
Cesar F. Caiafa, Andrzej Cichocki
Computing Sparse Representations of Multidimensional Signals Using Kronecker Bases. Neural Comput. 25 (1) (2013)
Qibin Zhao, Cesar F. Caiafa, Danilo P. Mandic, Zenas C. Chao, Yasuo Nagasaka, Naotaka Fujii, Liqing Zhang, Andrzej Cichocki
Higher-Order Partial Least Squares (HOPLS): A Generalized Multi-Linear Regression Method CoRR (2012)
Cesar F. Caiafa, Andrzej Cichocki
Block sparse representations of tensors using Kronecker bases. ICASSP (2012)
Cesar F. Caiafa
On the conditions for valid objective functions in blind separation of independent and dependent sources. EURASIP J. Adv. Signal Process. 2012 (2012)
Jordi Solé-Casals, Cesar F. Caiafa
A Simple Approximation for Fast Nonlinear Deconvolution. NOLISP (2011)
Qibin Zhao, Cesar F. Caiafa, Danilo P. Mandic, Liqing Zhang, Tonio Ball, Andreas Schulze-Bonhage, Andrzej Cichocki
Multilinear Subspace Regression: An Orthogonal Tensor Decomposition Approach. NIPS (2011)
Qibin Zhao, Cesar F. Caiafa, Andrzej Cichocki, Liqing Zhang, Anh Huy Phan
Slice Oriented Tensor Decomposition of EEG Data for Feature Extraction in Space, Frequency and Time Domains. ICONIP (1) (2009)
Cesar F. Caiafa, Andrzej Cichocki
Estimation of Sparse Nonnegative Sources from Noisy Overcomplete Mixtures Using MAP. Neural Comput. 21 (12) (2009)
Cesar F. Caiafa, Emanuele Salerno, Araceli N. Proto, L. Fiumi
Blind spectral unmixing by local maximization of non-Gaussianity. Signal Process. 88 (1) (2008)
Cesar F. Caiafa, Emanuele Salerno, Araceli N. Proto
Blind Source Separation Applied to Spectral Unmixing: Comparing Different Measures of Nongaussianity. KES (3) (2007)
Cesar F. Caiafa, Araceli N. Proto, Ercan E. Kuruoglu
Long correlation Gaussian random fields: Parameter estimation and noise reduction. Digit. Signal Process. 17 (4) (2007)
Cesar F. Caiafa, Emanuele Salerno, Araceli N. Proto, L. Fiumi
Dependent component analysis as a tool for blind spectral unmixing of remote sensed images. EUSIPCO (2006)
Cesar F. Caiafa, Araceli N. Proto
-distance non-Gaussianity measure. Signal Process. 86 (11) (2006)