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13 Feb 2023: time a leave-one-dataset-out experimentalsetup over five existing datasets that can be considered a valid test bed for anycross-dataset generalization method. ... Since the test set changes at each run, the standard de-viations are only barely indicative.

13 Feb 2023: Given f , due to the GP marginalisation property, the test point LV f aredistributed according to a multivariate Gaussian distribution (cf. ... For each session, we use 10 videosto train a chain CRF or GPstruct and the rest as test data.

13 Feb 2023: For the real data set,however, GPDM was not tested due to the computa-tional demand when running on the large test dataset. ... 0,σ2ν. ), σ2ν = 0.1. 2. The results were produced using a pseudo training setof size N = 50, T = 100 training observations

27 Jan 2023: Non-parametric tests, e.g. the Wilcoxon rank sum test, are superiorto the t-test in this case. ... expressed in the rank sum test atthe significance level of p=0.01.

27 Jan 2023: As we will see, the main difference isthat our algorithm uses a statistical hypothesis test tochoose which clusters to merge. ... Sec-ond our algorithm is derived from Dirichlet processmixtures. Third the hypothesis test at the core ofour algorithm tests

13 Feb 2023: We test ourmethod on the cartpole swing-up task, which involves nonlinear dynamics andrequires nonlinear control. ... We test our algorithm on the cartpole swing-up problem (Figure sec:app-cartpole).

13 Feb 2023: Further tests on a variety of problems reveals that the infinite mixture model producesdensities whose generalisation is highly competitive with other commonly used methods.Current work is undertaken to explore performance

13 Feb 2023: In trial i of the experiment, thesubject is presented a set of test stimuli Si and gives a re-sponse ri. ... Rows correspondto different conditions, using different training distributions, and different task types to test subjects’

13 Feb 2023: Our other two test systems are 100-node Boltzmannmachines and demonstrate learning where exact com-putation of Z(W ) is intractable3. ... 3These test sets are available online:http://www.gatsby.ucl.ac.uk/iam23/04blug/. 396 MURRAY & GHAHRAMANI UAI 2004.

13 Feb 2023: time (min) time (min) time (min). Figure 6. Per instance test set performance on the macaque skull measurement data Adams et al. ... Score is the per test point, per dimensionlog predictive likelihood. Time is the average computationtime on the system