BEGIN:VCALENDAR VERSION:2.0 PRODID:-//wp-events-plugin.com//7.4.5//EN TZID:America/New_York X-WR-TIMEZONE:America/New_York BEGIN:VEVENT UID:643@fds.yale.edu DTSTART;TZID=America/New_York:20241021T160000 DTEND;TZID=America/New_York:20241021T170000 DTSTAMP:20250916T142140Z URL:https://fds.yale.edu/events/sds-seminar-adityanand-guntuboyina-berkele y-multivariate-nonparametric-regression-using-mixed-partial-derivatives/ SUMMARY:S&\;DS Seminar: Adityanand Guntuboyina (Berkeley)\, "Multivariat e nonparametric regression using mixed partial derivatives" DESCRIPTION:Information and Abstract: I will describe methods for multivar iate nonparametric estimation based on constraining mixed partial deriv atives. The resulting estimators are efficiently computable and work well in practice. They are also theoretically attractive when the underlying as sumptions are satisfied\, achieving rates of convergence that avoid the us ual curse of dimensionality. Specific examples of this methodology include : MARS via LASSO\, totally convex regression\, Hardy-Krause variation cons trained regression\, and Entirely Monotonic Regression. Most of this prese ntation is based on joint work with Dohyeong Ki (UC Berkeley). \n\n\n\nBi o: Adityanand Guntuboyina is an Associate Professor in the Department of S tatistics at the University of California\, Berkeley. He joined Berkeley i n January 2012 following a postdoctoral position at the Wharton Statistics Department\, University of Pennsylvania. He earned his Ph.D. in Statistic s from Yale University in 2011 under the supervision of Professor David Po llard. Prior to his doctoral studies\, he completed his B.Stat and M.Stat degrees from the Indian Statistical Institute\, Kolkata.\n\n\n\nProfessor Guntuboyina's research focuses on nonparametric and high-dimensional stati stics\, shape-constrained statistical estimation\, and Bayesian and Empiri cal Bayes methods. His work contributes to both the theoretical and applie d aspects of statistics\, addressing fundamental challenges in modern data analysis.\n\n\n\nWebsite\n ATTACH;FMTTYPE=image/jpeg:https://fds.yale.edu/wp-content/uploads/2024/09/ Adityanand_Guntuboyina.jpg CATEGORIES:FDS Events,Statistics & Data Science Seminar END:VEVENT BEGIN:VTIMEZONE TZID:America/New_York X-LIC-LOCATION:America/New_York BEGIN:DAYLIGHT DTSTART:20240310T030000 TZOFFSETFROM:-0500 TZOFFSETTO:-0400 TZNAME:EDT END:DAYLIGHT END:VTIMEZONE END:VCALENDAR