Search Results - "Jordan, I."
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Machine learning: Trends, perspectives, and prospects
Published in Science (American Association for the Advancement of Science) (17-07-2015)“…Machine learning addresses the question of how to build computers that improve automatically through experience. It is one of today's most rapidly growing…”
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A variational perspective on accelerated methods in optimization
Published in Proceedings of the National Academy of Sciences - PNAS (22-11-2016)“…Accelerated gradient methods play a central role in optimization, achieving optimal rates in many settings. Although many generalizations and extensions of…”
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Minimax Optimal Procedures for Locally Private Estimation
Published in Journal of the American Statistical Association (02-01-2018)“…Working under a model of privacy in which data remain private even from the statistician, we study the tradeoff between privacy guarantees and the risk of the…”
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Estimating Divergence Functionals and the Likelihood Ratio by Convex Risk Minimization
Published in IEEE transactions on information theory (01-11-2010)“…We develop and analyze M -estimation methods for divergence functionals and the likelihood ratios of two probability distributions. Our method is based on a…”
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Global distribution, trends, and drivers of flash drought occurrence
Published in Nature communications (03-11-2021)“…Flash drought is characterized by a period of rapid drought intensification with impacts on agriculture, water resources, ecosystems, and the human…”
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Skilful nowcasting of extreme precipitation with NowcastNet
Published in Nature (London) (20-07-2023)“…Extreme precipitation is a considerable contributor to meteorological disasters and there is a great need to mitigate its socioeconomic effects through skilful…”
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Paying for Legitimacy: Autocracy, Nonmarket Strategy, and the Liability of Foreignness
Published in Administrative science quarterly (01-03-2024)“…Although the liability of foreignness has been shown to present real economic barriers for foreign firms in various contexts around the globe, scholars…”
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stringMLST: a fast k-mer based tool for multilocus sequence typing
Published in Bioinformatics (Oxford, England) (01-01-2017)“…Rapid and accurate identification of the sequence type (ST) of bacterial pathogens is critical for epidemiological surveillance and outbreak control. Cheaper…”
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Threat of falling high status and corporate bribery: Evidence from the revealed accounting records of two South Korean presidents
Published in Strategic management journal (01-04-2018)“…Research Summary: Social status and its dynamics may be an important predictor of which firms will engage in large-scale bribery. Prior theory is incomplete,…”
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Implications of human evolution and admixture for mitochondrial replacement therapy
Published in BMC genomics (08-02-2017)“…Mitochondrial replacement (MR) therapy is a new assisted reproductive technology that allows women with mitochondrial disorders to give birth to healthy…”
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HopSkipJumpAttack: A Query-Efficient Decision-Based Attack
Published in 2020 IEEE Symposium on Security and Privacy (SP) (01-05-2020)“…The goal of a decision-based adversarial attack on a trained model is to generate adversarial examples based solely on observing output labels returned by the…”
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Conference Proceeding -
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Computational and statistical tradeoffs via convex relaxation
Published in Proceedings of the National Academy of Sciences - PNAS (26-03-2013)“…Modern massive datasets create a fundamental problem at the intersection of the computational and statistical sciences: how to provide guarantees on the…”
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Probabilistic harmonization and annotation of single‐cell transcriptomics data with deep generative models
Published in Molecular systems biology (01-01-2021)“…As the number of single‐cell transcriptomics datasets grows, the natural next step is to integrate the accumulating data to achieve a common ontology of cell…”
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A family of human microRNA genes from miniature inverted-repeat transposable elements
Published in PloS one (14-02-2007)“…While hundreds of novel microRNA (miRNA) genes have been discovered in the last few years alone, the origin and evolution of these non-coding regulatory…”
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Understanding the acceleration phenomenon via high-resolution differential equations
Published in Mathematical programming (01-09-2022)“…Gradient-based optimization algorithms can be studied from the perspective of limiting ordinary differential equations (ODEs). Motivated by the fact that…”
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Covalent Ligand Screening Uncovers a RNF4 E3 Ligase Recruiter for Targeted Protein Degradation Applications
Published in ACS chemical biology (15-11-2019)“…Targeted protein degradation has arisen as a powerful strategy for drug discovery allowing the targeting of undruggable proteins for proteasomal degradation…”
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Genetic ancestry, admixture and health determinants in Latin America
Published in BMC genomics (11-12-2018)“…Modern Latin American populations were formed via genetic admixture among ancestral source populations from Africa, the Americas and Europe. We are interested…”
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Native American admixture recapitulates population-specific migration and settlement of the continental United States
Published in PLoS genetics (23-09-2019)“…European and African descendants settled the continental US during the 17th-19th centuries, coming into contact with established Native American populations…”
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Benchmarking computational tools for polymorphic transposable element detection
Published in Briefings in bioinformatics (01-11-2017)“…Abstract Transposable elements (TEs) are an important source of human genetic variation with demonstrable effects on phenotype. Recently, a number of…”
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Flash drought development and cascading impacts associated with the 2010 Russian heatwave
Published in Environmental research letters (01-09-2020)“…The 2010 western Russian heatwave was characterized by historically high surface temperatures that led to devastating impacts on the environment, economy, and…”
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