Mike Jordan

Michael Jordan

Michael Jordan, Mike Jordan

The speaker distinguishes inferential goals across scientific fields and identifies a critical gap between statistical decision theory and computational complexity in big data systems. New minimax theory unifies statistical inference with differential privacy, while the "Bag of Little Bootstraps" algorithm solves scalability bottlenecks by enabling parallel processing of subsampled data. This approach reduces uncertainty quantification time for terabyte-sized datasets from 15,000 seconds to under 300 seconds, facilitating robust, privacy-preserving personalization without the sensitivity of Bayesian priors.