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Accelerated Sampling for the Indian Buffet Process Finale Doshi-Velez …
https://mlg.eng.cam.ac.uk/pub/pdf/DosGha09.pdf13 Feb 2023: may be updated in O(K2) time. However, the remain-ing matrix products require O(N 2K) and O(N 2D) op-erations respectively. -
Beyond Distributive Fairness in Algorithmic Decision Making: Feature…
https://mlg.eng.cam.ac.uk/adrian/AAAI18-BeyondDistributiveFairness.pdf6 May 2024: We provide fast submodular mechanisms to op-timize the tradeoff between procedural fairness and predic-tion accuracy. ... Rather, we sometimes see a sig-nificant change in the whole feature set used, in order to op-timize the objective. -
Variational Inferen e for BayesianMixtures of Fa tor AnalysersZoubin…
https://mlg.eng.cam.ac.uk/pub/pdf/GhaBea99a.pdf13 Feb 2023: Assessing relevan e determination methods using DELVE. In C.M. Bish-op, editor, Neural Networks and Ma hine Learning, 97{129. -
Approximate inference for the loss-calibrated Bayesian
https://mlg.eng.cam.ac.uk/pub/pdf/LacHusGha11.pdf13 Feb 2023: Given this approach, a (usually non-unique) op-timal q Q is clearly:. -
OP-CBIO120293 3290..3297
https://mlg.eng.cam.ac.uk/pub/pdf/KirGriSav12a.pdf13 Feb 2023: Vol. 28 no. 24 2012, pages 3290–3297BIOINFORMATICS ORIGINAL PAPER doi:10.1093/bioinformatics/bts595. Systems biology Advance Access publication October 9, 2012. Bayesian correlated clustering to integrate multiple datasetsPaul Kirk1, Jim E. -
The Infinite Hidden Markov Model Matthew J. Beal Zoubin ...
https://mlg.eng.cam.ac.uk/pub/pdf/BeaGhaRas02.pdf13 Feb 2023: Thisinfinite emission model is controlled by two additional hyperparameters. In section 4 wedescribe the procedures for inference (Gibbs sampling the hidden states), learning (op-timising the hyperparameters), and likelihood evaluation -
Unsupervised Learning Latent Variable Time Series Models Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course03/lect4.pdf27 Jan 2023: P Q R STU V WX Y. 9. AB C D EF G H IJK L M N OP Q R S TU V W X Y. -
4F13 Probabilistic Machine Learning: Coursework #1: Gaussian…
https://mlg.eng.cam.ac.uk/teaching/4f13/2324/cw/coursework1.pdf19 Nov 2023: having to deal with constrained op-timization for positive parameters), but you will want to report them in their natural domain. -
Tree-Based Inference for Dirichlet Process Mixtures Yang Xu Machine…
https://mlg.eng.cam.ac.uk/pub/pdf/XuHelGha09.pdf13 Feb 2023: Blei et al. (2005) de-scribe a variational Bayesian (VB) approach which op-timizes a lower bound on the marginal likelihood of aDPM and they compare it thoroughly with standardMCMC methods -
rszg2006.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/SilGha06.pdf27 Jan 2023: This association is represented by thecovariance of ǫp and ǫj , vpj.
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