Carlos A. Loza

Publication Activity (10 Years)

Years Active: 2014-2021
Publications (10 Years): 15

Top Topics

Sparse Representation

Dictionary Learning

Matching Pursuit

Top Venues

Publications

Carlos A. Loza, Laura L. Colgin
Deep Neural Dynamic Bayesian Networks Applied to EEG Sleep Spindles Modeling. MICCAI (5) (2021)
Carlos A. Loza, Laura L. Colgin
Robust autoregressive hidden semi-Markov models applied to EEG sleep spindles detection. CoRR (2020)
Carlos A. Loza
RobOMP: Robust variants of Orthogonal Matching Pursuit for sparse representations. PeerJ Comput. Sci. 5 (2019)
Carlos A. Loza, José C. Príncipe
The Generalized Sleep Spindles Detector: A Generative Model Approach on Single-Channel EEGs. IWANN (1) (2019)
Carlos A. Loza
RobOMP: Robust variants of Orthogonal Matching Pursuit for sparse representations. PeerJ Prepr. 7 (2019)
Carlos A. Loza
A Robust Fully Correntropy-Based Sparse Modeling Alternative to Dictionary Learning. 3PGCIC (2019)
Carlos A. Loza, José C. Príncipe
Sparse Wave Packets Discriminate Motor Tasks in EEG-based BCIs. NER (2019)
Carlos A. Loza
Robust K-SVD: A Novel Approach for Dictionary Learning. IWAIPR (2018)
Carlos A. Loza, José C. Príncipe
The Embedding Transform. A Novel Analysis of Non-Stationarity in the EEG. EMBC (2018)
Carlos A. Loza, Jonathan B. Shute, José C. Príncipe, Michael S. Okun, Aysegul Gunduz
A marked point process approach for identifying neural correlates of tics in Tourette Syndrome. EMBC (2017)
Carlos A. Loza, José C. Príncipe
Unsupervised robust detection of behavioral correlates in ECoG. NER (2017)
Carlos A. Loza, José C. Príncipe
Transient model of EEG using Gini Index-based matching pursuit. ICASSP (2016)
Carlos A. Loza, José C. Príncipe
Generalized Correntropy Matching Pursuit: A novel, robust algorithm for sparse decomposition. IJCNN (2016)
Carlos A. Loza, José C. Príncipe
A robust maximum correntropy criterion for dictionary learning. MLSP (2016)
Carlos A. Loza, José C. Príncipe
Estimation and modeling of EEG amplitude-temporal characteristics using a marked point process approach. EMBC (2016)
Carlos A. Loza, Gavin R. Philips, Mehrnaz Kh. Hazrati, Janis J. Daly, José C. Príncipe
Classification of hand movement direction based on EEG high-gamma activity. EMBC (2014)
Goktug T. Cinar, Carlos A. Loza, José C. Príncipe
Hierarchical Linear Dynamical Systems: A new model for clustering of time series. IJCNN (2014)