B. Milan Horácek

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 22

Top Topics

Generative Model

Top Venues

IEEE Trans. Biomed. Eng.

Medical Image Anal.

IEEE Trans. Medical Imaging

Publications

Xiajun Jiang, Ryan Missel, Maryam Toloubidokhti, Karli Gillette, Anton J. Prassl, Gernot Plank, B. Milan Horácek, John L. Sapp, Linwei Wang
Hybrid Neural State-Space Modeling for Supervised and Unsupervised Electrocardiographic Imaging. IEEE Trans. Medical Imaging 43 (8) (2024)
Prashnna K. Gyawali, Jaideep Vitthal Murkute, Maryam Toloubidokhti, Xiajun Jiang, B. Milan Horácek, John L. Sapp, Linwei Wang
Learning to Disentangle Inter-Subject Anatomical Variations in Electrocardiographic Data. IEEE Trans. Biomed. Eng. 69 (2) (2022)
Md Shakil Zaman, Jwala Dhamala, Pradeep Bajracharya, John L. Sapp, B. Milan Horácek, Katherine C. Wu, Natalia A. Trayanova, Linwei Wang
Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning. CoRR (2021)
Jwala Dhamala, Sandesh Ghimire, John L. Sapp, B. Milan Horácek, Linwei Wang
High-dimensional Bayesian Optimization of Personalized Cardiac Model Parameters via an Embedded Generative Model. CoRR (2020)
Jwala Dhamala, Pradeep Bajracharya, Hermenegild Arevalo, John L. Sapp, B. Milan Horácek, Katherine C. Wu, Natalia A. Trayanova, Linwei Wang
Embedding high-dimensional Bayesian optimization via generative modeling: Parameter personalization of cardiac electrophysiological models. Medical Image Anal. 62 (2020)
Prashnna Kumar Gyawali, B. Milan Horácek, John L. Sapp, Linwei Wang
Sequential Factorized Autoencoder for Localizing the Origin of Ventricular Activation From 12-Lead Electrocardiograms. IEEE Trans. Biomed. Eng. 67 (5) (2020)
Jwala Dhamala, John L. Sapp, B. Milan Horácek, Linwei Wang
Quantifying the Uncertainty in Model Parameters Using Gaussian Process-Based Markov Chain Monte Carlo: An Application to Cardiac Electrophysiological Models. CoRR (2020)
Sandesh Ghimire, John L. Sapp, B. Milan Horácek, Linwei Wang
Noninvasive Reconstruction of Transmural Transmembrane Potential With Simultaneous Estimation of Prior Model Error. IEEE Trans. Medical Imaging 38 (11) (2019)
Shijie Zhou, John L. Sapp, Petr Stovícek, B. Milan Horácek
Localization of Activation Origin on Patient-Specific Endocardial Surface by the Equivalent Double Layer (EDL) Source Model With Sparse Bayesian Learning. IEEE Trans. Biomed. Eng. 66 (8) (2019)
Prashnna Kumar Gyawali, Zhiyuan Li, Cameron Knight, Sandesh Ghimire, B. Milan Horácek, John L. Sapp, Linwei Wang
Improving Disentangled Representation Learning with the Beta Bernoulli Process. CoRR (2019)
Jwala Dhamala, Sandesh Ghimire, John L. Sapp, B. Milan Horácek, Linwei Wang
Bayesian Optimization on Large Graphs via a Graph Convolutional Generative Model: Application in Cardiac Model Personalization. CoRR (2019)
Sandesh Ghimire, Jwala Dhamala, Prashnna Kumar Gyawali, John L. Sapp, B. Milan Horácek, Linwei Wang
Generative Modeling and Inverse Imaging of Cardiac Transmembrane Potential. CoRR (2019)
Prashnna K. Gyawali, Zhiyuan Li, Cameron Knight, Sandesh Ghimire, B. Milan Horácek, John L. Sapp, Linwei Wang
Improving Disentangled Representation Learning with the Beta Bernoulli Process. ICDM (2019)
Shijie Zhou, John L. Sapp, Fady Dawoud, B. Milan Horácek
Localization of Activation Origin on Patient-Specific Epicardial Surface by Empirical Bayesian Method. IEEE Trans. Biomed. Eng. 66 (5) (2019)
Jwala Dhamala, Sandesh Ghimire, John L. Sapp, B. Milan Horácek, Linwei Wang
Bayesian Optimization on Large Graphs via a Graph Convolutional Generative Model: Application in Cardiac Model Personalization. MICCAI (2) (2019)
Prashnna K. Gyawali, B. Milan Horácek, John L. Sapp, Linwei Wang
Learning Disentangled Representation from 12-Lead Electrograms: Application in Localizing the Origin of Ventricular Tachycardia. AAAI Workshops (2018)
Jwala Dhamala, Sandesh Ghimire, John L. Sapp, B. Milan Horácek, Linwei Wang
High-Dimensional Bayesian Optimization of Personalized Cardiac Model Parameters via an Embedded Generative Model. MICCAI (2) (2018)
Jwala Dhamala, Hermenegild Arevalo, John L. Sapp, B. Milan Horácek, Katherine C. Wu, Natalia A. Trayanova, Linwei Wang
Quantifying the uncertainty in model parameters using Gaussian process-based Markov chain Monte Carlo in cardiac electrophysiology. Medical Image Anal. 48 (2018)
Prashnna K. Gyawali, B. Milan Horácek, John L. Sapp, Linwei Wang
Learning disentangled representation from 12-lead electrograms: application in localizing the origin of Ventricular Tachycardia. CoRR (2018)
Prashnna K. Gyawali, Cameron Knight, Sandesh Ghimire, B. Milan Horácek, John L. Sapp, Linwei Wang
Deep Generative Model with Beta Bernoulli Process for Modeling and Learning Confounding Factors. CoRR (2018)
Shuhang Chen, Prashnna K. Gyawali, Huafeng Liu, B. Milan Horácek, John L. Sapp, Linwei Wang
Disentangling inter-subject variations: Automatic localization of ventricular tachycardia origin from 12-lead electrocardiograms. ISBI (2017)
Prashnna K. Gyawali, Shuhang Chen, Huafeng Liu, B. Milan Horácek, John L. Sapp, Linwei Wang
Automatic Coordinate Prediction of the Exit of Ventricular Tachycardia from 12-Lead Electrocardiogram. CinC (2017)
John R. Fitz-Clarke, John L. Sapp, B. Milan Horácek
Non-Invasive Epicardial Imaging of Human Ventricular Fibrillation. CinC (2013)
John C. Clements, B. Milan Horácek
Analytic solution of the anisotropic bidomain equations for myocardial tissue: the effect of adjoining conductive regions. IEEE Trans. Biomed. Eng. 52 (10) (2005)
R. Hren, B. Milan Horácek
The effect of nontransmural necroses on epicardial potential maps during paced activation: a simulation study. Comput. Biol. Medicine 33 (3) (2003)
Kim Simelius, Jukka Nenonen, B. Milan Horácek
Simulation of Anisotropic Propagation in the Myocardium with a Hybrid Bidomain Model. FIMH (2001)
B. Milan Horácek, Kim Simelius, Rok Hren, Jukka Nenonen
Challenges in Modelling Human Heart's Total Excitation. FIMH (2001)