University of Cambridge > Talks.cam > Machine Learning @ CUED > Foundations of Nonparametric Bayesian Methods (Part III)

  Browse A-Z

Log in

Googledetails Microsoftdetails

🔐 Log In

Information on

Subscribing to talksdetails Finding a talkdetails Adding a talkdetails Disseminating talksdetails Help and Documentationdetails

ℹ️ Information

Foundations of Nonparametric Bayesian Methods (Part III)

Download to your calendar using vCal

If you have a question about this talk, please contact Peter Orbanz .

This 3-part tutorial will address a machine learning audience, not assumed to be familiar with measure theory or the theory stochastic processes. The course is intended to provide (1) an overview of what nonparametric Bayesian models exist beyond those already used in machine learning, and (2) a basic understanding of the mathematical construction of ’’process’’ models, both existing ones and new models on a variety of possible domains.

Part III : Construction of new models

Recent works in machine learning consider the construction of models on other domains than the simplex, that is, models which nonparametrically generate objects other than probability distributions (such as the binary matrices generated by the Indian Buffet Process). We discuss how nonparametric Bayesian models can be constructed on arbitrary domains, and what limitations we will have to expect for such constructions.

Webpage: http://mlg.eng.cam.ac.uk/porbanz/npb-tutorial.html

This talk is part of the Machine Learning @ CUED series.

This talk is included in these lists:

Note that ex-directory lists are not shown.

Other lists

Computer Laboratory, William Gates Building, Room FC10 FW11, William Gates Building. Zoom link: https://cl-cam-ac-uk.zoom.us/j/4361570789?pwd=Nkl2T3ZLaTZwRm05bzRTOUUxY3Q4QT09&from=addon Center for Mathematical Sciences, Lecture room MR4

Other talks

Group Work Tissue-scale communication in cancer development "That's History. That's Truth. I Seen It Myself": T'tc~tsa (Wailaki) and the Enslavement of California Native Americans. Topic Film, TV shows for Medical Education, ‘The Wire’ as a case study Tea and Coffee Break Grand Rounds - Equine
 

© 2006-2025 Talks.cam, University of Cambridge. Contact Us | Help and Documentation | Privacy and Publicity