Kristen Severson

Discovery of Parkinson’s disease states and disease progression modelling: a longitudinal data study using machine learning

Kristen Severson, Lana M Chahine, Luba A Smolensky, Murtaza Dhuliawala, Mark Frasier, Kenney Ng, Soumya Ghosh, Jianying Hu

July 2021

DOI

DPVis: Visual Analytics With Hidden Markov Models for Disease Progression Pathways.

Bum Chul Kwon, Vibha Anand, Kristen Severson, Soumya Ghosh, Zhaonan Sun, Brigitte I Frohnert, Markus Lundgren, Kenney Ng

IEEE Transactions on Visualization and Computer Graphics | April 2020, Vol 27(9): pp. 3685-3700

DOI

Personalized Input-Output Hidden Markov Models for Disease Progression Modeling.

Kristen Severson, Lana M. Chahine, Luba Smolensky, Kenney Ng, Jianying Hu, Soumya Ghosh

December 2019

Publication

Unsupervised Learning with Contrastive Latent Variable Models

Kristen Severson, Soumya Ghosh, Kenney Ng

2019 National Conference on Artificial Intelligence | July 2019

DOI

Discovery of Parkinson’s disease states and disease progression modelling: a longitudinal data study using machine learning

Kristen Severson, Lana M Chahine, Luba A Smolensky, Murtaza Dhuliawala, Mark Frasier, Kenney Ng, Soumya Ghosh, Jianying Hu

July 2021

DOI

DPVis: Visual Analytics With Hidden Markov Models for Disease Progression Pathways.

Bum Chul Kwon, Vibha Anand, Kristen Severson, Soumya Ghosh, Zhaonan Sun, Brigitte I Frohnert, Markus Lundgren, Kenney Ng

IEEE Transactions on Visualization and Computer Graphics | April 2020, Vol 27(9): pp. 3685-3700

DOI

Personalized Input-Output Hidden Markov Models for Disease Progression Modeling.

Kristen Severson, Lana M. Chahine, Luba Smolensky, Kenney Ng, Jianying Hu, Soumya Ghosh

December 2019

Publication

Unsupervised Learning with Contrastive Latent Variable Models

Kristen Severson, Soumya Ghosh, Kenney Ng

2019 National Conference on Artificial Intelligence | July 2019

DOI

Unsupervised Learning with Contrastive Latent Variable Models

Kristen Severson, Soumya Ghosh, Kenney Ng

2019 National Conference on Artificial Intelligence | July 2019

DOI

DPVis: Visual Analytics With Hidden Markov Models for Disease Progression Pathways.

Bum Chul Kwon, Vibha Anand, Kristen Severson, Soumya Ghosh, Zhaonan Sun, Brigitte I Frohnert, Markus Lundgren, Kenney Ng

IEEE Transactions on Visualization and Computer Graphics | April 2020, Vol 27(9): pp. 3685-3700

DOI

Discovery of Parkinson’s disease states and disease progression modelling: a longitudinal data study using machine learning

Kristen Severson, Lana M Chahine, Luba A Smolensky, Murtaza Dhuliawala, Mark Frasier, Kenney Ng, Soumya Ghosh, Jianying Hu

July 2021

DOI

Personalized Input-Output Hidden Markov Models for Disease Progression Modeling.

Kristen Severson, Lana M. Chahine, Luba Smolensky, Kenney Ng, Jianying Hu, Soumya Ghosh

December 2019

Publication