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Trusted selective and predictive inference tools for modern data-driven applications — NSF Award to University of Pennsylvania (PA

Recent years have witnessed numerous exciting opportunities brought by the abundance of data and powerful machine learning algorithms. Along with the opportunities, it has been recognized that the complex nature of modern data and models makes them hard to analyze: the data can be high-dimensional and correlated in com

Award titleTrusted selective and predictive inference tools for modern data-driven applications
Award ID2413135
AwardeeUniversity of Pennsylvania
CityPHILADELPHIA
StatePA
Amount obligated$119,587
Principal investigatorZhimei Ren
ProgramSTATISTICS
Start date07/01/2024
AbstractRecent years have witnessed numerous exciting opportunities brought by the abundance of data and powerful machine learning algorithms. Along with the opportunities, it has been recognized that the complex nature of modern data and models makes them hard to analyze: the data can be high-dimensional and correlated in complicated ways, while the models are often of unprecedented sizes and black-box to the users. There is, therefore, a need for new statistical methodologies for understanding such da
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