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  1. Results that match 1 of 2 words

  2. Unsupervised Learning Week 1: Introduction, Statistical Basics,and a…

    https://mlg.eng.cam.ac.uk/zoubin/course05/lect1.pdf
    27 Jan 2023: Mixture modelling (or. www.csse.monash.edu.au/dld/mixture.modelling.page.html - 26k - 4 Oct 2004 - Cached - Similar pages. ... www.lans.ece.utexas.edu/ulg/ - 14k - Cached - Similar pages. Result Page: 1 2 3 4 5 6 7 8 9 10 Next.
  3. BIOINFORMATICS ORIGINAL PAPER Vol. 21 no. 16 2005, pages ...

    https://mlg.eng.cam.ac.uk/pub/pdf/ChuGhaFal05a.pdf
    13 Feb 2023: BIOINFORMATICS ORIGINAL PAPER Vol. 21 no. 16 2005, pages 3385–3393doi:10.1093/bioinformatics/bti526. Gene expression.
  4. Methods for Inference in Graphical Models

    https://mlg.eng.cam.ac.uk/adrian/phd_FINAL.pdf
    16 Jul 2024: Methods for Inference in Graphical Models. Adrian Weller. Submitted in partial fulfillment of the. requirements for the degree. of Doctor of Philosophy. in the Graduate School of Arts and Sciences. COLUMBIA UNIVERSITY. 2014. c2014. Adrian Weller.
  5. 16 Jul 2024: In International Conference on Ar-tificial Intelligence and Statistics, pages 146–154, 2011. ... In D. McAllester andP. Myllymäki, editors, UAI, pages 70–78. AUAI Press,2008.
  6. Active learning for constrained Dirichlet process mixture models…

    https://mlg.eng.cam.ac.uk/pub/pdf/VlaGhaBri10.pdf
    13 Feb 2023: Chapelle, B. Schoelkopf, and A. Zien, edi-tors, Semi-Supervised Learning, pages 73–102. ... In Proceedingsof the 3rd International Conference on LanguageResources and Evaluation, pages 1499–1504.
  7. Bethe and Related Pairwise Entropy Approximations Adrian…

    https://mlg.eng.cam.ac.uk/adrian/Weller_UAI15_BetheAndRelated.pdf
    16 Jul 2024: Edited by G. Goos, J. Hartmanis, and J. van Leeuwen,page 11, 1970. ... In UAI, pages 402–410, 2009. P. Milgrom. The envelope theorems. Department of Eco-nomics, Standford University, Mimeo, 1999.
  8. BIOINFORMATICS Vol. 20 no. 9 2004, pages 1361–1372DOI:…

    https://mlg.eng.cam.ac.uk/zoubin/papers/Bioinformatics04rangel.pdf
    27 Jan 2023: BIOINFORMATICS Vol. 20 no. 9 2004, pages 1361–1372DOI: 10.1093/bioinformatics/bth093. Modeling T-cell activation using geneexpression profiling and state-space models. ... Technical Report, University ofCalifornia, Berkeley. Ong,I., Glasner,J. and
  9. Assignment 2: Latent Variable Models Unsupervised Learning Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/asst2.pdf
    27 Jan 2023: The specification should be less than one page.
  10. Uprooting and Rerooting Graphical Models

    https://mlg.eng.cam.ac.uk/adrian/Wel16_Uproot.pdf
    16 Jul 2024: Approximate inference andconstrained optimization. In UAI, pages 313–320, 2003. A. Ihler. ... Globerson, and N. Friedman. Con-vexifying the Bethe free energy. In UAI, pages 402–410, 2009.
  11. mfa-paper.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/tr-96-1.pdf
    27 Jan 2023: D., Tesauro, G., and Alspector, J., editors, Advances in Neural InformationProcessing Systems 6, pages 43{50. ... D., Tesauro, G., and Alspector, J., editors, Advances in Neural Information ProcessingSystems 6, pages 152{159.
  12. Clamping Improves TRW and Mean Field Approximations Adrian Weller∗ ...

    https://mlg.eng.cam.ac.uk/adrian/clamp_aistats_final.pdf
    16 Jul 2024: ReferencesG. Bouchard and O. Zoeter. Split variational inference. In Proceedings of the 26th Annual International Confer-ence on Machine Learning, pages 57–64. ... In UAI, pages 313–320, 2003. S. Lauritzen and D. Spiegelhalter. Local computations
  13. main.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/Sch09b.pdf
    13 Feb 2023: Mnih. Probabilistic matrix factorization. InNeural Information Pro-cessing Systems, Advances in (NIPS), pages 1257–1264, 2008. ... InIndependent Component Analysis and Signal Separation, International Conference on, volume5441 ofLecture Notes in
  14. Efficient Reinforcement Learning for Motor Control

    https://mlg.eng.cam.ac.uk/pub/pdf/DeiRas09b.pdf
    13 Feb 2023: In Proceedings of the National Academy ofSciences, volume 101, pages 9839–9842, 2004. ... InProceedings of the 2008 American Control Conference, pages 1424–1429, Seattle, WA, USA, June 2008.
  15. System Identification inGaussian Process Dynamical Systems Ryan…

    https://mlg.eng.cam.ac.uk/pub/pdf/TurDeiRas09.pdf
    13 Feb 2023: Littman, editors, Proceedings of the 26th International Conference on MachineLearning, pages 225–232, Montreal, Canada, June 2009. ... Sparse Gaussian processes using pseudo-inputs. In Advances in NeuralInformation Processing Systems 18, pages
  16. nips2007-final.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/SilChuGha08.pdf
    13 Feb 2023: Two pages having acommon set of links is evidence for similarity between such pages. ... Thefeatures of each book are givenby the words in the Amazon.com front page for that particularbook.
  17. Conditions Beyond Treewidth for Tightness of Higher-order LP…

    https://mlg.eng.cam.ac.uk/adrian/conditions.pdf
    16 Jul 2024: In UAI, pages 70–78, 2008. M. Cooper and S. Živný. Hybrid tractability of valued constraintproblems. ... In Polyhedral Combinatorics, pages 101–105.American Mathematical Society, 1990. D. Lichtenstein. Planar formulae and their uses.
  18. A Systematic Bayesian Treatment of the IBM Alignment Models ...

    https://mlg.eng.cam.ac.uk/pub/pdf/GalBlu13.pdf
    13 Feb 2023: In Proc. of the 41stAnnual Meeting of the ACL (ACL-2003), pages 160–167, Sapporo, Japan. ... In Pro-ceedings of the 50th Annual Meeting of the Associationfor Computational Linguistics: Short Papers - Volume2, ACL ’12, pages 306–310.
  19. Orthogonal Estimation of Wasserstein Distances Mark Rowland∗1 Jiri…

    https://mlg.eng.cam.ac.uk/adrian/AISTATS19-slicedwasserstein.pdf
    16 Jul 2024: Johnson, W. and Lindenstrauss, J. (1984). Exten-sions of Lipschitz mappings into a Hilbert space.In Conference in modern analysis and probability,volume 26, pages 189–206. ... In SSVM, volume 6667 of Lecture Notesin Computer Science, pages 435–446.
  20. The Geometry of Random Features Krzysztof Choromanski∗1 Mark…

    https://mlg.eng.cam.ac.uk/adrian/geometry.pdf
    16 Jul 2024: In AISTATS, 2017. Herman Chernoff. Chernoff bound. In InternationalEncyclopedia of Statistical Science, pages 242–243, 2011.doi: 10.1007/978-3-642-04898-2_170. ... In NIPS, 2017. C. Cortes and V. Vapnik. Support-vector networks. InMachine Learning,
  21. ijcai07.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/VanZhu07.pdf
    13 Feb 2023: Proceedings of the 19th international conference onComputational linguistics-Volume 1, pages 1–7, 2002. ... Rogers,and S. Schroedl. Constrained k-means clustering withbackground knowledge.Proceedings of the 18th ICML,pages 577–584, 2001.
  22. A Generative Model of Vector Space Semantics

    https://mlg.eng.cam.ac.uk/pub/pdf/AndGha13a.pdf
    13 Feb 2023: In Proceedings of the 40thAnnual Meeting on Association for Computational. Linguistics, pages 335–342. ... proceedings ofACL-08: HLT, pages 236–244. Jeff Mitchell and Mirella Lapata. 2010.
  23. Statistical Approaches to Learning and Discovery Lecture 1:…

    https://mlg.eng.cam.ac.uk/zoubin/SALD/week1.pdf
    27 Jan 2023: a theory of human learning and perception. Handwritten Digits. Web Pages. ... CategorisationClusteringRelations between pages. Why a statistical approach? • A probabilistic model of the data can be used to. –
  24. images/test_user_webdesign.eps

    https://mlg.eng.cam.ac.uk/pub/pdf/IwaShaGha13a.pdf
    13 Feb 2023: In KDD’02, pages 61–70, 2002. [29] K. Saito, M. Kimura, K. ... In IEEE 10thInternational Conference on Data Mining (ICDM),pages 599–608. IEEE, 2010.
  25. Clamping Variables and Approximate Inference Adrian WellerColumbia…

    https://mlg.eng.cam.ac.uk/adrian/NeurIPS14-clamp.pdf
    16 Jul 2024: URLhttp://www-siepr.stanford.edu/workp/swp99016.pdf. J. Mitchell. Branch-and-cut algorithms for combinatorial optimization problems. Handbook of Applied Opti-mization, pages 65–77, 2002.
  26. 13 Feb 2023: Bayesian nonparametrics andthe probabilistic approach to modelling. Zoubin Ghahramani. Department of EngineeringUniversity of Cambridge, UK. zoubin@eng.cam.ac.ukhttp://mlg.eng.cam.ac.uk/zoubin. Modelling is fundamental to many fields of science and
  27. A Nonparametric Bayesian Model for Multiple Clustering…

    https://mlg.eng.cam.ac.uk/pub/pdf/NiuDyGha12.pdf
    13 Feb 2023: We removed the miscellaneouspages and sub-sampled a total of 1041 pages from fourweb-page owner types: course, faculty, project andstudent. ... In SIAMInt’l Conf. on Data Mining, pages 118–129, 2010. [7] X.
  28. THIS VERSION FIXES A TYPO IN THE STATEMENT OF ...

    https://mlg.eng.cam.ac.uk/adrian/Weller15_revisit_fixed.pdf
    16 Jul 2024: problem. In SODA, pages 630–646, 2011. J. Foulds, N. Navaroli, P. Smyth, and A.
  29. A Unified Approach to Quantifying Algorithmic Unfairness: Measuring…

    https://mlg.eng.cam.ac.uk/adrian/KDD2018_inequality_indices.pdf
    16 Jul 2024: ACM, New York, NY, USA, 12 pages.https://doi.org/10.1145/3219819.3220046. 1 INTRODUCTIONAs algorithmic decision making systems are increasingly used inlife-affecting scenarios such as criminal risk prediction ... or commercial advantage and that copies
  30. Variational Inference for Nonparametric Multiple Clustering Yue Guan, …

    https://mlg.eng.cam.ac.uk/pub/pdf/GuaDyNiuetal10.pdf
    13 Feb 2023: Web-pages collected from universities may have one clustering schemebased on the type of the web-page’s owner: {faculty, student, staff}.Another clustering scheme could be based on the ... We removed themiscellaneous pages and subsampled a total of
  31. Unsupervised Learning Week 1: Introduction, Statistical Basics, and a …

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect1.pdf
    27 Jan 2023: a theory of human learning and perception. Handwritten Digits. Web Pages. ... CategorisationClusteringRelations between pages. Why a statistical approach? • A probabilistic model of the data can be used to. –
  32. nips2007-final.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/SilChuGha08.pdf
    27 Jan 2023: Two pages having acommon set of links is evidence for similarity between such pages. ... Thefeatures of each book are givenby the words in the Amazon.com front page for that particularbook.
  33. Encyclopedia of Cognitive Science—Author Stylesheet ©Copyright…

    https://mlg.eng.cam.ac.uk/zoubin/papers/ECS-infotheory02.pdf
    27 Jan 2023: Encyclopedia of Cognitive Science—Author Stylesheet. Copyright Macmillan Reference Ltd 16 February, 2007 Page 1. ... Copyright Macmillan Reference Ltd 16 February, 2007 Page 6. Information Theory and Learning Systems.
  34. 4F13 Machine Learning: Coursework #4: Reinforcement Learning Zoubin…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1011/cw/coursework4.pdf
    19 Nov 2023: Hand in: Code and plots. Your solution should not exceed 5 pages.
  35. 4F13 Machine Learning: Coursework #4: Reinforcement Learning Zoubin…

    https://mlg.eng.cam.ac.uk/teaching/4f13/0910/cw/coursework4.pdf
    19 Nov 2023: Hand in: Code and plots. Your solution should not exceed 5 pages.
  36. G:\bioinformatics\Bioinfo-26(7)issue\btq053.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/LipGhaBor10.pdf
    13 Feb 2023: [10:42 5/3/2010 Bioinformatics-btq053.tex] Page: 912 912–918. BIOINFORMATICS ORIGINAL PAPER Vol. 26 no. ... 7 2010, pages 912–918doi:10.1093/bioinformatics/btq053. Systems biology Advance Access publication February 12, 2010.
  37. 4F13 Machine Learning: Coursework #1: Gaussian Processes Carl Edward…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1112/cw/coursework1.pdf
    19 Nov 2023: Hand in a maximum of 5 pages. a) 10% : Load data from cw1d.mat.
  38. 4F13 Machine Learning: Coursework #2: Latent Dirichlet Allocation…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1112/cw/coursework2.pdf
    19 Nov 2023: Hand in a maximum of 5 pages. a) 10% : load the data from kos_doc_data.mat.
  39. 4F13 Machine Learning: Coursework #3: Latent Dirichlet Allocation…

    https://mlg.eng.cam.ac.uk/teaching/4f13/2324/cw/coursework3.pdf
    19 Nov 2023: Total combined length ofanswers must not exceed 5 sides of a4 (plus cover page), minimum 1pt font, 1 inch margins.
  40. 4F13 Probabilistic Machine Learning: Coursework #1: Gaussian…

    https://mlg.eng.cam.ac.uk/teaching/4f13/2324/cw/coursework1.pdf
    19 Nov 2023: Each question should be labelled and answered separately and distinctly.Total combined length of answers must not exceed 5 sides of a4 (plus cover page), minimum 11ptfont, 1 inch margins.
  41. 12 October N+Vs layout ok

    https://mlg.eng.cam.ac.uk/zoubin/papers/NewsViews00.pdf
    27 Jan 2023: When we walk, turn the pages of abook, or catch a ball, our brain issolving a ‘control problem’ — that ofcoordinating the activities of all the musclesrequired to achieve these voluntary ... ments. Roboticists have long appreciated thecomputational
  42. Computational structure of coordinatetransformations: A…

    https://mlg.eng.cam.ac.uk/zoubin/papers/coord.pdf
    27 Jan 2023: In Jeannerod, M., editor, Attentionand performance XIII, pages 227{263. Lawrence Erlbaum, Hillsdale.Harris, C. ... In Cohen, B., Tomko, D., and Guedry, F., editors,Annals Of The New York Academy Of Sciences, volume 656, pages 889{891.
  43. 1471-2105-10-242.fm

    https://mlg.eng.cam.ac.uk/pub/pdf/SavHelXuetal09.pdf
    13 Feb 2023:  ′. ′. r.  ′r. Page 4 of 9(page number not for citation purposes). ... Current Biology2007, 17(6):499-508. Page 9 of 9(page number not for citation purposes).
  44. 4F13 Machine Learning: Coursework #3: Variational Inference Zoubin…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1011/cw/coursework3.pdf
    19 Nov 2023: Your solution should not exceed 7 pages. a) 40% : In this exercise you will implement the fully factored (a.k.a.
  45. 4F13 Machine Learning: Coursework #3: Variational Inference Zoubin…

    https://mlg.eng.cam.ac.uk/teaching/4f13/0910/cw/coursework3.pdf
    19 Nov 2023: Your solution should not exceed 7 pages. a) 40% : In this exercise you will implement the fully factored (a.k.a.
  46. 4F13 Machine Learning: Coursework #2: Probabilistic Ranking Carl…

    https://mlg.eng.cam.ac.uk/teaching/4f13/2324/cw/coursework2.pdf
    19 Nov 2023: Total combined lengthof answers must not exceed 5 sides of a4 (plus cover page), minimum 11pt font, 1 inch margins.
  47. Determinantal Clustering Process - A Nonparametric BayesianApproach…

    https://mlg.eng.cam.ac.uk/pub/pdf/ShaGha13a.pdf
    13 Feb 2023: Journal of MachineLearning Research: Gaussian Processes in Practise,pages 17–32, 2007. J. ... Interna-tional Joint Conference on Artificial Intelligence,pages 1059–1064, 2007. R. Socher, A.
  48. mlss2003_main.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/Ras04.pdf
    13 Feb 2023: WWW home page: http://www.tuebingen.mpg.de/carl. Abstract. We give a basic introduction to Gaussian Process regressionmodels. ... Now, we can plug in the posterior covariance function into the little Matlabexample on page 69 to draw samples from the
  49. 4F13 Machine Learning: Coursework #3: Latent Dirichlet Allocation…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1213/cw/coursework3.pdf
    19 Nov 2023: Hand in a maximum of 5 pages. a) 10% : load the data from kos_doc_data.mat.
  50. 4F13 Machine Learning: Coursework #1: Gaussian Processes Carl Edward…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1213/cw/coursework1.pdf
    19 Nov 2023: Hand in a maximum of 5 pages. a) 10% : Load data from cw1d.mat.
  51. 4F13 Machine Learning: Coursework #2: Probabilistic Ranking Carl…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1213/cw/coursework2.pdf
    19 Nov 2023: Hand in a maximum of 5 pages. a) 10% : Examine the data in tennis_data.mat.

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