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Kristen A Severson
Kristen A Severson
Microsoft Research
Verified email at microsoft.com
Title
Cited by
Cited by
Year
Data-driven prediction of battery cycle life before capacity degradation
KA Severson, PM Attia, N Jin, N Perkins, B Jiang, Z Yang, MH Chen, ...
Nature Energy 4 (5), 383-391, 2019
19682019
Closed-loop optimization of fast-charging protocols for batteries with machine learning
PM Attia, A Grover, N Jin, KA Severson, TM Markov, YH Liao, MH Chen, ...
Nature 578 (7795), 397-402, 2020
7972020
Perspectives on process monitoring of industrial systems
K Severson, P Chaiwatanodom, RD Braatz
Annual Reviews in Control 42, 190-200, 2016
1662016
Challenges and opportunities in biopharmaceutical manufacturing control
MS Hong, KA Severson, M Jiang, AE Lu, JC Love, RD Braatz
Computers & Chemical Engineering 110, 106-114, 2018
1312018
Opportunities and challenges of real‐time release testing in biopharmaceutical manufacturing
M Jiang, KA Severson, JC Love, H Madden, P Swann, L Zang, RD Braatz
Biotechnology and Bioengineering 114 (11), 2445-2456, 2017
972017
DPVis: Visual analytics with hidden markov models for disease progression pathways
BC Kwon, V Anand, KA Severson, S Ghosh, Z Sun, BI Frohnert, ...
IEEE transactions on visualization and computer graphics 27 (9), 3685-3700, 2020
722020
Principal component analysis of process datasets with missing values
KA Severson, MC Molaro, RD Braatz
Processes 5 (3), 38, 2017
642017
Discovery of Parkinson's disease states and disease progression modelling: a longitudinal data study using machine learning
KA Severson, LM Chahine, LA Smolensky, M Dhuliawala, M Frasier, K Ng, ...
The Lancet Digital Health 3 (9), e555-e564, 2021
602021
Virchow: A million-slide digital pathology foundation model
E Vorontsov, A Bozkurt, A Casson, G Shaikovski, M Zelechowski, S Liu, ...
arXiv preprint arXiv:2309.07778, 2023
582023
BEEP: A python library for battery evaluation and early prediction
P Herring, CB Gopal, M Aykol, JH Montoya, A Anapolsky, PM Attia, ...
SoftwareX 11, 100506, 2020
512020
Optimal integration for biodiesel production using bioethanol
K Severson, M Martín, IE Grossmann
AIChE Journal 59 (3), 834-844, 2013
502013
Unsupervised learning with contrastive latent variable models
KA Severson, S Ghosh, K Ng
Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 4862-4869, 2019
482019
Statistical learning for accurate and interpretable battery lifetime prediction
PM Attia, KA Severson, JD Witmer
Journal of The Electrochemical Society 168 (9), 090547, 2021
472021
Perspectives on process monitoring of industrial systems
K Severson, P Chaiwatanodom, RD Braatz
IFAC-PapersOnLine 48 (21), 931-939, 2015
452015
Elastic net with Monte Carlo sampling for data-based modeling in biopharmaceutical manufacturing facilities
K Severson, JG VanAntwerp, V Natarajan, C Antoniou, J Thömmes, ...
Computers & Chemical Engineering 80, 30-36, 2015
382015
Generative oversampling with a contrastive variational autoencoder
W Dai, K Ng, K Severson, W Huang, F Anderson, C Stultz
2019 IEEE International Conference on Data Mining (ICDM), 101-109, 2019
362019
Personalized input-output hidden markov models for disease progression modeling
KA Severson, LM Chahine, L Smolensky, K Ng, J Hu, S Ghosh
Machine learning for healthcare conference, 309-330, 2020
342020
A foundation model for clinical-grade computational pathology and rare cancers detection
E Vorontsov, A Bozkurt, A Casson, G Shaikovski, M Zelechowski, ...
Nature medicine, 1-12, 2024
332024
Data-driven model for lithium-ion battery capacity fade and lifetime prediction
KA Severson, RD Braatz, WC Chueh, PM Attia, N Jin, SJ Harris, N Perkins
US Patent 11,226,374, 2022
292022
Identifying patterns in amyotrophic lateral sclerosis progression from sparse longitudinal data
D Ramamoorthy, K Severson, S Ghosh, K Sachs, JD Glass, CN Fournier, ...
Nature Computational Science 2 (9), 605-616, 2022
282022
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