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DTSTAMP:20241222T084849
DTSTART;TZID=America/Detroit:20250114T160000
DTEND;TZID=America/Detroit:20250114T170000
SUMMARY:Workshop / Seminar:Colloquium Seminar: Analysis and Design of High Dimensional Sampling for Scientific Computing
DESCRIPTION:Sampling from probability distributions is a fundamental challenge in physics and data science. State-of-the-art methods often rely on building efficient dynamics for probability measures. This talk examines the analysis and design of such dynamics\, drawing insights from and targeting applications in high-dimensional scientific computing. \n\nIn the first part\, we uncover and analyze a novel 'delocalization of bias' phenomenon in MCMC with Langevin dynamics. While sampling bias increases with dimensionality in full coordinates\, individual coordinates can exhibit nearly dimension-independent behavior. This finding suggests that the curse of dimensionality in sampling may be mitigated at the level of low-dimensional marginals. In the second part\, we propose a generative diffusion dynamics design for probabilistic forecasting\, focusing on benchmark applications in stochastically forced Navier-Stokes equations. We prove that a specific design of diffusion coefficients minimizes novel statistical errors at the level of path measures and yields Föllmer processes\, which also offer a Bayesian interpretation of the optimal design. We conclude with a real-data scientific application in black hole imaging\, where we combine generative diffusion dynamics with MCMC for rigorous posterior sampling. Overall\, the talk demonstrates how mathematical understanding and methodological design of high-dimensional sampling dynamics can synergize with insights and applications in scientific computing.
UID:129385-21862604@events.umich.edu
URL:https://events.umich.edu/event/129385
CLASS:PUBLIC
STATUS:CONFIRMED
CATEGORIES:Mathematics
LOCATION:East Hall - 1360
CONTACT:
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BEGIN:VEVENT
DTSTAMP:20250106T151154
DTSTART;TZID=America/Detroit:20250114T160000
DTEND;TZID=America/Detroit:20250114T180000
SUMMARY:Film Screening:DAAS Africa Workshop
DESCRIPTION:Please join us for a special screening of \"Waiting for Valdez\" a film by South African filmmaker Teddy Mattera. \nWaiting for Valdez\" tells the story of a young boy named Sharky living in apartheid-era Johannesburg\, who is desperately trying to see the movie \"Valdez is Coming\" starring Burt Lancaster\, but due to his circumstances under segregation\, he can only experience the film through secondhand accounts from friends\, ultimately missing the conclusion due to his grandmother's illness\, providing a poignant portrait of the everyday life under the oppressive regime\; the film uses the \"Valdez is Coming\" narrative as a symbol of hope and resistance against injustice.\nMattera will be present via zoom to discuss the film following the screening.
UID:130486-21866105@events.umich.edu
URL:https://events.umich.edu/event/130486
CLASS:PUBLIC
STATUS:CONFIRMED
CATEGORIES:africa,South Africa,african diaspora,African Studies,African Studies Center,daas,film,film screening
LOCATION:Haven Hall - 4701 Haven Hall (DAAS Conference Room)
CONTACT:
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DTSTAMP:20241209T144255
DTSTART;TZID=America/Detroit:20250114T160000
DTEND;TZID=America/Detroit:20250114T190000
SUMMARY:Fair / Festival:ResNavs @ Winterfest (Signage)
DESCRIPTION:Look for this signage at Winterfest and use the QR code to make a ResNav appointment!\n\nMeet the U-M Resource Navigators. You'll hear more about them in Weekly Things to Do\, emails\, and from #SoYF (Smile on Your Face) events here on the Happening @ Michigan site. They're students who provide peer-to-peer wayfinding\, when you're looking for the places\, spaces\, and people you need to succeed at U-M. They can help you with building your community here\, as well as providing personal \"warm\" referrals to our cross-campus partners. The office is in the League on the ground/main floor\, right by the Info Desk.
UID:129842-21864636@events.umich.edu
URL:https://events.umich.edu/event/129842
CLASS:PUBLIC
STATUS:CONFIRMED
CATEGORIES:Welcome to Michigan,Undergraduate Students,Transfer Students,Networking
LOCATION:Michigan League
CONTACT:
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