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13 Feb 2023: People often object to Bayesian methods on the basis that it forces one todefine priors on the parameters. ... Finally, people trained in the sciences are uncomfortable with the very notionof subjectivity in data analysis and modelling.

13 Feb 2023: Unfortunately, agents that interact with people using natural language often expe-rience communication errors and do not correctly understand the user’s intentions. ... Another set of challenges arise because people may have different preferences inhow

19 Jun 2024: for most people.8 Moreover, decisions about how to define objective functions and what training data to use can introduce human error into AI decision making.9 Thus, there exist legitimate

27 Jan 2023: Propagation Algorithms for VariationalBayesian Learning. Zoubin Ghahramani and Matthew J. Beal. Gatsby Computational Neuroscience UnitUniversity College London. 17 Queen Square, London WC1N 3AR, England{zoubin,m.beal}@gatsby.ucl.ac.uk

13 Feb 2023: As theevening progresses, these groups naturally evolve as people. The Random Forest Kernel (and creating other kernels for big data from random partitions).

13 Feb 2023: While large, thesedatasets are often still sparse: For example, a biologist may have expression levels from thousandsof genes from only a few people. ... buffet. The first customer takesthe first Poisson(α) dishes. The following customers try previously

13 Feb 2023: As will be shown later, this constraint makes it possible for us to build up a purely discriminative approach while for learning problems using unlabeled data people usually take a generative

13 Feb 2023: The most obvious application of noveltydetection is that, by detecting novel events, systems can automatically alert people whennew events happen, for example.

13 Feb 2023: The Infinite Hidden Markov Model. Matthew J. Beal Zoubin Ghahramani Carl Edward Rasmussen. Gatsby Computational Neuroscience UnitUniversity College London. 17 Queen Square, London WC1N 3AR, Englandhttp://www.gatsby.ucl.ac.uk. {m.beal,zoubin,edward

13 Feb 2023: is expected to be (Are 100% ofthe people themselves 75% “White British” and 25%“Pakistani”? ... Or are 75% of the people 100% “WhiteBritish” and the rest are 100% “Pakistani”?