| 2025 | AISTATS | Adaptive RKHS Fourier Features for Compositional Gaussian Process Models. | Xinxing Shi, Thomas Baldwin-McDonald, Mauricio A. lvarez |
| 2025 | ICML | Neighbour-Driven Gaussian Process Variational Autoencoders for Scalable Structured Latent Modelling. | Xinxing Shi, Xiaoyu Jiang, Mauricio A. lvarez |
| 2024 | IWINAC | Diagnosis of Cervical Cancer Using a Deep Learning Explainable Fusion Model. | Andrs Bueno-Crespo, Raquel Martnez-Espaa, Juan Morales-Garca, Ana Ortiz-Gonzlez, Baldomero Imbernn, Jos Martnez-Ms, Daniel Rosique-Egea, Mauricio A. lvarez |
| 2023 | AISTATS | Nonparametric Gaussian Process Covariances via Multidimensional Convolutions. | Thomas M. McDonald, Magnus Ross, Michael T. Smith, Mauricio A. lvarez |
| 2020 | AISTATS | Black-Box Inference for Non-Linear Latent Force Models. | Wil O. C. Ward, Tom Ryder, Dennis Prangle, Mauricio A. lvarez |
| 2019 | AISTATS | Non-linear process convolutions for multi-output Gaussian processes. | Mauricio A. lvarez, Wil O. C. Ward, Cristian Guarnizo |
| 2019 | ICASSP | Sparse Gaussian Process Audio Source Separation Using Spectrum Priors in the Time-domain. | Pablo A. Alvarado, Mauricio A. lvarez, Dan Stowell |
| 2018 | AISTATS | Differentially Private Regression with Gaussian Processes. | Michael T. Smith, Mauricio A. lvarez, Max Zwiessele, Neil D. Lawrence |
| 2018 | CIARP | Information Potential Variability for Hyperparameter Selection in the MMD Distance. | Cristhian K. Valencia, Andrs M. lvarez, Edgar A. Valencia, Mauricio A. lvarez, lvaro Orozco |
| 2018 | ISVC | Non-stationary Generalized Wishart Processes for Enhancing Resolution over Diffusion Tensor Fields. | Jhon F. Cuellar-Fierro, Hernn Daro Vargas Cardona, Andrs M. lvarez, lvaro . Orozco, Mauricio A. lvarez |
| 2018 | UAI | Fast Kernel Approximations for Latent Force Models and Convolved Multiple-Output Gaussian processes. | Cristian Guarnizo, Mauricio A. lvarez |
| 2017 | CIARP | Non-stationary Multi-output Gaussian Processes for Enhancing Resolution over Diffusion Tensor Fields. | Jhon F. Cuellar-Fierro, Hernn Daro Vargas Cardona, Mauricio A. lvarez, Andrs M. lvarez, lvaro . Orozco |
| 2017 | CIARP | Impulse Response Estimation of Linear Time-Invariant Systems Using Convolved Gaussian Processes and Laguerre Functions. | Cristian Guarnizo, Mauricio A. lvarez |
| 2016 | CIARP | Definition and Composition of Motor Primitives Using Latent Force Models and Hidden Markov Models. | Diego Agudelo-Espaa, Mauricio A. lvarez, lvaro . Orozco |
| 2016 | CIARP | Analysis of the Geometry and Electric Properties of Brain Tissue in Simulation Models for Deep Brain Stimulation. | Hernn Daro Vargas Cardona, lvaro . Orozco, Mauricio A. lvarez |
| 2016 | CIARP | Bayesian Optimization for Fitting 3D Morphable Models of Brain Structures. | Hernn F. Garca, Mauricio A. lvarez, lvaro . Orozco |
| 2016 | CIARP | A Kernel-Based Approach for DBS Parameter Estimation. | Viviana Gmez-Orozco, Jhon F. Cuellar-Fierro, Hernn F. Garca, Andrs lvarez, Mauricio A. lvarez, lvaro Orozco, scar Alberto Henao |
| 2016 | CIARP | Spatial Resolution Enhancement in Ultrasound Images from Multiple Annotators Knowledge. | Julin Gil Gonzlez, Mauricio A. lvarez, lvaro . Orozco |
| 2016 | CIARP | Sparse Linear Models Applied to Power Quality Disturbance Classification. | Andrs F. Lpez-Lopera, Mauricio A. lvarez, lvaro . Orozco |
| 2016 | CIARP | A Hierarchical K-Nearest Neighbor Approach for Volume of Tissue Activated Estimation. | Ivn De La Pava, Juan Meja, Andrs lvarez-Meza, Mauricio A. lvarez, lvaro ngel Orozco-Guitirrez, scar Alberto Henao |
| 2016 | CIARP | Non-parametric Source Reconstruction via Kernel Temporal Enhancement for EEG Data. | Cristian A. Torres-Valencia, J. A. Hernndez-Muriel, Wilson Gonzlez-Vanegas, Andrs lvarez-Meza, lvaro ngel Orozco-Guitirrez, Mauricio A. lvarez |
| 2015 | CIARP | Discriminative Training for Convolved Multiple-Output Gaussian Processes. | Sebastin Gmez-Gonzlez, Mauricio A. lvarez, Hernn F. Garca, Jorge I. Ros, lvaro . Orozco |
| 2015 | CIARP | Fall Detection Algorithm Based on Thresholds and Residual Events. | Fily Mateos Grisales-Franco, Jess Francisco Vargas-Bonilla, lvaro ngel Orozco, Mauricio A. lvarez, Germn Castellanos-Domnguez |
| 2015 | CIARP | Indian Buffet Process for Model Selection in Latent Force Models. | Cristian Guarnizo, Mauricio A. lvarez, lvaro . Orozco |
| 2015 | CIARP | Magnetic Resonance Image Selection for Multi-Atlas Segmentation Using Mixture Models. | Mauricio Orbes-Arteaga, David Crdenas-Pea, Mauricio A. lvarez, lvaro . Orozco, Germn Castellanos-Domnguez |
| 2015 | IBPRIA | Peripheral Nerve Segmentation Using Speckle Removal and Bayesian Shape Models. | Hernn F. Garca, Juan J. Giraldo, Mauricio A. lvarez, lvaro . Orozco, Diego Salazar |
| 2015 | IBPRIA | Peripheral Nerves Segmentation in Ultrasound Images Using Non-linear Wavelets and Gaussian Processes. | Julin Gil Gonzlez, Mauricio A. lvarez, lvaro . Orozco |
| 2015 | IBPRIA | Improving Diffusion Tensor Estimation Using Adaptive and Optimized Filtering Based on Local Similarity. | Andrs F. Lpez-Lopera, Mauricio A. lvarez, lvaro . Orozco |
| 2015 | IBPRIA | Spatial-Dependent Similarity Metric Supporting Multi-atlas MRI Segmentation. | Mauricio Orbes-Arteaga, David Crdenas-Pea, Mauricio A. lvarez, lvaro . Orozco, Germn Castellanos-Domnguez |
| 2015 | IBPRIA | A Gaussian Process Emulator for Estimating the Volume of Tissue Activated During Deep Brain Stimulation. | Ivn De La Pava, Viviana Gmez-Orozco, Mauricio A. lvarez, scar Alberto Henao, Genaro Daza-Santacoloma, lvaro . Orozco |
| 2015 | ICIAP | Convolved Multi-output Gaussian Processes for Semi-Supervised Learning. | Hernn Daro Vargas Cardona, Mauricio A. lvarez, lvaro . Orozco |
| 2015 | ICIAP | Global and Local Gaussian Process for Multioutput and Treed Data. | Jhouben J. Cuesta, Mauricio A. lvarez, lvaro . Orozco |
| 2015 | ICIAP | Kernel Centered Alignment Supervised Metric for Multi-Atlas Segmentation. | Mauricio Orbes-Arteaga, David Crdenas-Pea, Mauricio A. lvarez, lvaro . Orozco, Germn Castellanos-Domnguez |
| 2015 | ICIAP | A Parzen-Based Distance Between Probability Measures as an Alternative of Summary Statistics in Approximate Bayesian Computation. | Carlos D. Zuluaga, Edgar A. Valencia, Mauricio A. lvarez, lvaro . Orozco |
| 2015 | ISVC | Generalized Wishart Processes for Interpolation Over Diffusion Tensor Fields. | Hernn Daro Vargas Cardona, Mauricio A. lvarez, lvaro . Orozco |
| 2015 | ISVC | Gaussian Processes for Slice-Based Super-Resolution MR Images. | Hernn Daro Vargas Cardona, Andrs F. Lpez-Lopera, lvaro . Orozco, Mauricio A. lvarez, Juan Antonio Hernndez Tamames, Norberto Malpica |
| 2015 | ISVC | Groupwise Shape Correspondences on 3D Brain Structures Using Probabilistic Latent Variable Models. | Hernn F. Garca, Mauricio A. lvarez, lvaro Orozco |
| 2015 | ISVC | NEURONAV: A Tool for Image-Guided Surgery - Application to Parkinson's Disease. | Jos Bestier Padilla, Ramiro Arango, Hernn F. Garca, Hernn Daro Vargas Cardona, lvaro . Orozco, Mauricio A. lvarez, Enrique Guijarro-Estells |
| 2015 | ISVC | Dynamic Hand Gesture Recognition Using Generalized Time Warping and Deep Belief Networks. | Cristian A. Torres-Valencia, Hernn F. Garca, Germn A. Holgun, Mauricio A. lvarez, lvaro Orozco |
| 2014 | ISVC | Automatic Recognition of Microcalcifications in Mammography Images through Fractal Texture Analysis. | Hernn Daro Vargas Cardona, lvaro Orozco, Mauricio A. lvarez |
| 2014 | ISVC | Gaussian Process Dynamical Models for Emotion Recognition. | Hernn F. Garca, Mauricio A. lvarez, lvaro Orozco |
| 2014 | ISVC | Bayesian Shape Models with Shape Priors for MRI Brain Segmentation. | Hernn F. Garca, Mauricio A. lvarez, lvaro Orozco |
| 2006 | ICONIP | Probabilistic Kernel Principal Component Analysis Through Time. | Mauricio A. lvarez, Ricardo Henao |