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Mihaela van der Schaar
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Publications
Big ideas
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Videos
Events
Software
Engagement sessions
Inspiration Exchange
Revolutionizing Healthcare
2021 open house
WeCREATE
Tutorials
AAAI-22: Time series in healthcare
Individualized treatment effect inference
ICML 2021: Synthetic Healthcare Data Generation and Assessment
ICML 2020: Machine Learning for Healthcare: Challenges, Methods, and Frontiers
Research pillars
Automated machine learning
Causal deep learning
Clustering
Individualized treatment effect inference
Interpretable ML
Next-gen clinical trials
Quantitative epistemology
Self-supervised, semi-supervised, and multi-view learning
Survival analysis, competing risks, and comorbidities
Synthetic data
Privacy challenge
Time series
Trustworthy and robust ML (in progress)
Uncertainty quantification
Impact
Our lab’s impact
Alzheimer’s
Cancer
COVID-19
Our projects
Announcements
Policy Impact Predictor
Cystic fibrosis
Early detection and diagnosis
Organ transplantation
Hub for Healthcare
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Ph.D. applications
2022 work placement
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Author - Nabeel Seedat
Inspiration Exchange: Causal Deep Learning
Nabeel Seedat
April 28, 2022
Inspiration Exchange: Discovery Using Machine Learning
Nabeel Seedat
March 10, 2022
The lab
Mihaela van der Schaar
Research team
Funding
Clinical partners
Publications
Big ideas
News
Videos
Events
Software
Engagement sessions
Inspiration Exchange
Revolutionizing Healthcare
2021 open house
WeCREATE
Tutorials
AAAI-22: Time series in healthcare
Individualized treatment effect inference
ICML 2021: Synthetic Healthcare Data Generation and Assessment
ICML 2020: Machine Learning for Healthcare: Challenges, Methods, and Frontiers
Research pillars
Automated machine learning
Causal deep learning
Clustering
Individualized treatment effect inference
Interpretable ML
Next-gen clinical trials
Quantitative epistemology
Self-supervised, semi-supervised, and multi-view learning
Survival analysis, competing risks, and comorbidities
Synthetic data
Privacy challenge
Time series
Trustworthy and robust ML (in progress)
Uncertainty quantification
Impact
Our lab’s impact
Alzheimer’s
Cancer
COVID-19
Our projects
Announcements
Policy Impact Predictor
Cystic fibrosis
Early detection and diagnosis
Organ transplantation
Hub for Healthcare
Contact
Ph.D. applications
2022 work placement