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James Zou

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titleconferencedate
Using Large-Scale Clinico-Genomics Data for in silico Clinical Trials and Precision OncologyFrom Algorithms to Discovery in Genome-Scale Biology and Medicine 20222022-07-05
A computational platform called Trial Pathfinder uses Flatiron EHR plus Foundation Medicine tumor panels to run millions of in silico trials, matching cohorts…
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What is Your Data Worth? Equitable Data Valuation in Machine LearningRecent Developments in Research on Fairness 20192019-07-08
Defines data Shapley value as the marginal contribution of each training point averaged over all subsets and shows it outperforms the common leave-one-out…
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Afternoon Session #1: Science, Pseudo-science, Canon and BeliefWrong at the Root: Racial Bias and the Tension Between Numbers and Words in Non-Internet Data2019-06-05
Google’s 2019 diversity numbers (tech hires: 25.7% women, 4.8% Black, 6.8% Latino, 1.1% Native American) set a context for concrete failures: MEDLINE/MeSH…
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Getting AI to Forget About You: Data Deletion From Machine Learning ModelsBeyond Differential Privacy 20192019-05-06
Shows that trained models must sometimes remove individual records on demand, and formalizes deletion as a mapping that returns the model as if the point were…
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