Publications by authors named "Mauricio A Alvarez"

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Deep latent force models: ODE-based process convolutions for Bayesian deep learning.
Thomas Baldwin-McDonald, Xinxing Shi, Mingxin Shen, Mauricio A Álvarez

Mach Learn· July 2025

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Longitudinal prediction of DNA methylation to forecast epigenetic outcomes.
Arthur Leroy, Ai Ling Teh, Frank Dondelinger, Mauricio A Alvarez, Dennis Wang

EBioMedicine· May 2025

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Prospective prediction of childhood body mass index trajectories using multi-task Gaussian processes.
Arthur Leroy, Varsha Gupta, Mya Thway Tint, Delicia Shu Qin Ooi, Fabian Yap

Int J Obes (Lond)· February 2025

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Correction: Prospective prediction of childhood body mass index trajectories using multi-task Gaussian processes.
Arthur Leroy, Varsha Gupta, Mya Thway Tint, Delicia Shu Qin Ooi, Fabian Yap

Int J Obes (Lond)· February 2025

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City-scale residential energy consumption prediction with a multimodal approach.
Yulan Sheng, Hadi Arbabi, Wil O C Ward, Mauricio A Álvarez, Martin Mayfield

Sci Rep· February 2025

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Prevalence and Associated Factors of Urinary Incontinence Among Chilean Community-Dwelling Older Adults: A Cross-Sectional Study.
Carolina Neira-Maldonado, Juan-Carlos Coronado, Mauricio A Álvarez, Rosario Negrón, Felipe Ponce-Fuentes

Cureus· January 2025

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Multi-output prediction of dose-response curves enables drug repositioning and biomarker discovery.
Juan-José Giraldo Gutierrez, Evelyn Lau, Subhashini Dharmapalan, Melody Parker, Yurui Chen

NPJ Precis Oncol· September 2024

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Probabilistic Correspondence Analysis in Pediatric Health by Using Variational Mixture Models.
Hernan F Garcia, Gloria Liliana Porras-Hurtado, Augusto E Salazar-Jimenez, Eliana Vasquez-Osorio, Mauricio A Alvarez

Annu Int Conf IEEE Eng Med Biol Soc· July 2024

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A Fully Natural Gradient Scheme for Improving Inference of the Heterogeneous Multioutput Gaussian Process Model.
Juan-Jose Giraldo, Mauricio A Alvarez

IEEE Trans Neural Netw Learn Syst· November 2022

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Predicting socioeconomic indicators using transfer learning on imagery data: an application in Brazil.
Diego A Castro, Mauricio A Álvarez

GeoJournal· March 2022

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Physically-Inspired Gaussian Process Models for Post-Transcriptional Regulation in Drosophila.
Andres F Lopez-Lopera, Nicolas Durrande, Mauricio A Alvarez

IEEE/ACM Trans Comput Biol Bioinform· January 2022

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Bayesian inversion of a diffusion model with application to biology.
Jean-Charles Croix, Nicolas Durrande, Mauricio A Alvarez

J Math Biol· July 2021

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Switched Latent Force Models for Reverse-Engineering Transcriptional Regulation in Gene Expression Data.
Andres F Lopez-Lopera, Mauricio A Alvarez

IEEE/ACM Trans Comput Biol Bioinform· August 2019

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Sparse representation of MER signals for localizing the Subthalamic Nucleus in Parkinson's disease surgery.
Hernán Darío Vargas Cardona, Mauricio A Álvarez, Álvaro A Orozco

Annu Int Conf IEEE Eng Med Biol Soc· October 2016

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Multiple-output support vector machine regression with feature selection for arousal/valence space emotion assessment.
Cristian A Torres-Valencia, Mauricio A Álvarez, Alvaro A Orozco-Gutiérrez

Annu Int Conf IEEE Eng Med Biol Soc· October 2016

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Automatic segmentation of nerve structures in ultrasound images using Graph Cuts and Gaussian processes.
Julián Gil González, Mauricio A Álvarez, Álvaro A Orozco

Annu Int Conf IEEE Eng Med Biol Soc· October 2016

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Peripheral nerve segmentation using Nonparametric Bayesian Hierarchical Clustering.
Juan J Giraldo, Mauricio A Álvarez, Álvaro A Orozco

Annu Int Conf IEEE Eng Med Biol Soc· October 2016

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Automatic assessment of voice quality in the context of multiple annotations.
Julián Gil González, Mauricio A Álvarez, Álvaro A Orozco

Annu Int Conf IEEE Eng Med Biol Soc· August 2016

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Gaussian process dynamical models for multimodal affect recognition.
Hernan F Garcia, Mauricio A Alvarez, Alvaro A Orozco

Annu Int Conf IEEE Eng Med Biol Soc· August 2016

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Multi-output Gaussian processes for enhancing resolution of diffusion tensor fields.
Hernan Dario Vargas Cardona, Alvaro A Orozco, Mauricio A Alvarez

Annu Int Conf IEEE Eng Med Biol Soc· August 2016

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A probabilistic framework based on SLIC-superpixel and Gaussian processes for segmenting nerves in ultrasound images.
Julian Gil Gonzalez, Mauricio A Alvarez, Alvaro A Orozco

Annu Int Conf IEEE Eng Med Biol Soc· August 2016

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Kernel temporal enhancement approach for LORETA source reconstruction using EEG data.
Cristian A Torres-Valencia, M Claudia Joana Santamaria, Mauricio A Alvarez

Annu Int Conf IEEE Eng Med Biol Soc· August 2016

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A latent force model for describing electric propagation in deep brain stimulation: a simulation study.
Pablo A Alvarado, Mauricio A Alvarez, Genaro Daza-Santacoloma, Alvaro Orozco, Germán Castellanos-Dominguez

Annu Int Conf IEEE Eng Med Biol Soc· October 2015

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Latent force models for describing transcriptional regulation processes in the embryo development problem for the Drosophila melanogaster.
Juan David Vasquez Jaramillo, Mauricio A Álvarez, Alvaro A Orozco

Annu Int Conf IEEE Eng Med Biol Soc· September 2015

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Feature selection for multimodal emotion recognition in the arousal-valence space.
Cristian A Torres, Álvaro A Orozco, Mauricio A Álvarez

Annu Int Conf IEEE Eng Med Biol Soc· July 2015

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