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  1. Results that match 1 of 2 words

  2. Marc P. Deisenroth, Jan Peters, and Carl E. Rasmussen: ...

    https://mlg.eng.cam.ac.uk/pub/pdf/DeiPetRas08.pdf
    13 Feb 2023: 578 2.0108 9.23 6.2105 9.81012 9.02488 1.2108 9.24 3.1105 1.31012 9.05.
  3. Gaussian Process Change Point Models

    https://mlg.eng.cam.ac.uk/pub/pdf/SaaTurRas10.pdf
    13 Feb 2023: In FinancialTimes. April 24 2009. Li, D. X. On default correlation: A copula function ap-proach.
  4. Nonparametric Transforms of Graph Kernelsfor Semi-Supervised Learning …

    https://mlg.eng.cam.ac.uk/zoubin/papers/ZhuKanGhaLaf04.pdf
    27 Jan 2023: 50.27 (86) 0.24 (92) 0.15 0.18 0.40 (85) 0.02 0.12 0.09. ... 0.27 (26) 0.13 (25) 0.03 0.11 0.31 (24) -0.89 -0.80 -0.65100 64.6 2.1 59.0 3.6 58.5 2.9
  5. 368 A kernel method for unsupervised structured network inference ...

    https://mlg.eng.cam.ac.uk/pub/pdf/LipSteGhaetal09.pdf
    13 Feb 2023: The Countries data set contains in-formation on 24 countries, comprising 4 numeric at-tributes: population size, the GNP per capita, theaverage education level (as expressed by scalars), aswell as energy ... Countries trade data (24 nodes)population size
  6. LNAI 8189 - Variational Hidden Conditional Random Fields with Coupled …

    https://mlg.eng.cam.ac.uk/pub/pdf/BouZafMor13a.pdf
    13 Feb 2023: L(q) = 〈log F(y, x, π′, X)p(π′)〉q(y,s,π′|X) 〈log q(y, s|X)q(π′)〉q(y,s,π′|X)(24). Since log ... IEEE Trans. Neural Networks andLearning Systems 24(1), 170–177 (2013). 8. Ghahramani, Z., Beal, M.: Propagation Algorithms for
  7. Bayesian Sets Zoubin Ghahramani∗ and Katherine A. HellerGatsby…

    https://mlg.eng.cam.ac.uk/zoubin/papers/bsets-nips05.pdf
    27 Jan 2023: Behavioral and Brain. Sciences, 24:629–641.[6] Tong, S. (2005). Personal communication.
  8. A Kernel Approach to Tractable Bayesian Nonparametrics

    https://mlg.eng.cam.ac.uk/pub/pdf/HusLac11.pdf
    13 Feb 2023: method novelty(AuC[%]) recons.(conf[%]). kst 96.82 0.8 2.15 1.0kde 94.56 0.6 9.24 1.9dpm 73.56 4.3 23.85 8.2.
  9. 13 Feb 2023: xα)d/m̃αi(xi) (24).
  10. Learning to Control a Low-Cost Manipulator usingData-Efficient…

    https://mlg.eng.cam.ac.uk/pub/pdf/DeiRasFox11.pdf
    13 Feb 2023: The idea is related to [24],where planning is performed with fully known dynamics anda piecewise linear controller. ... 24] M. Toussaint and C. Goerick. From Motor Learning toInteraction Learning in Robots, chapter A Bayesian Viewon Motor Control and
  11. Relational Learning with Gaussian Processes Wei ChuCCLS Columbia…

    https://mlg.eng.cam.ac.uk/pub/pdf/ChuSinGhaetal07.pdf
    13 Feb 2023: 28. 26. 24. 22. 20. 18. κ. log P(E). log P(E,Y).
  12. OP-CBIO120293 3290..3297

    https://mlg.eng.cam.ac.uk/pub/pdf/KirGriSav12a.pdf
    13 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. ... Expression 7.66 1.15 9.48 551. ChIPþPPI 27.04 3.47 18.99 31ChIPþExpression 24.46 2.93
  13. MCMC for doubly-intractable distributions Iain MurrayGatsby…

    https://mlg.eng.cam.ac.uk/pub/pdf/MurGhaMac06a.pdf
    13 Feb 2023: K. k=0. fk1(xk; θ, θ′)fk(xk; θ, θ′). (24)5. Draw r Uniform[0, 1]6.
  14. aistats2007-ibpsb.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/TehGorGha07a.pdf
    13 Feb 2023: Givens, the distribution ofZ becomes:. p(Z|x, s, µ(1:)) p(Z|x, µ(1:))1. µI(0sµ) (24).
  15. Variational Inference for the Indian Buffet Process Finale…

    https://mlg.eng.cam.ac.uk/pub/pdf/DosMilVanTeh09.pdf
    13 Feb 2023: 25 2973.7 -2.2475 163.24 -1.066. Finite Variational 10 767.1 -0.90825 10072 -0.7465 176.62 -1.051.
  16. uai2006.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/WooGriGha06a.pdf
    13 Feb 2023: The mean num-ber of signs per patient was 8.24 and the mean numberof stroke localizations was 1.96.
  17. Generalization to Local Remappings of the VisuomotorCoordinate…

    https://mlg.eng.cam.ac.uk/zoubin/papers/genJN.pdf
    27 Jan 2023: Generalization to Local Remappings of the VisuomotorCoordinate Transformation. Zoubin Ghahramani,1 Daniel M. Wolpert,2 and Michael I. Jordan1. 1Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge,
  18. Gaussian Processes for time-marked time-series data John P.…

    https://mlg.eng.cam.ac.uk/pub/pdf/CunGhaRas12.pdf
    13 Feb 2023: 2010) (neuron 184, con-dition 24), and firing rates were calculated by smooth-ing the point process data with a Gaussian kernel ofσ = 26ms, which is conventional for neural firing rateanalysis.
  19. /users/joe/src/tops/dvips

    https://mlg.eng.cam.ac.uk/pub/pdf/UedNakGha00a.pdf
    13 Feb 2023: Table 1: Log-Likelihood/Sample Size. Initial value EM DAEM SMEM. Training mean 159.1 148.2 147.9 145.1std 1.77 0.24 0.04 0.08max 157.3
  20. 1471-2105-10-242.fm

    https://mlg.eng.cam.ac.uk/pub/pdf/SavHelXuetal09.pdf
    13 Feb 2023: 24], a set of 997 mRNA profilesacross 20 experiments representing systematic perturba-tions of the yeast galactose-utilization pathway. ... Genome Biol 2003,4(5):R34. 24. Ideker T, Thorsson V, Ranish J, Christmas R, Buhler J, Eng J, Bumgar-ner R,
  21. 1212 nature neuroscience supplement • volume 3 • november ...

    https://mlg.eng.cam.ac.uk/zoubin/papers/natneuro.pdf
    27 Jan 2023: 24. Todorov, E. Direct cortical control of muscle activation in voluntary armmovements: a model.
  22. PIPPS: Flexible Model-Based Policy Search Robust to the Curse of Chaos

    https://mlg.eng.cam.ac.uk/pub/pdf/ParRasPetDoy18.pdf
    13 Feb 2023: 24. 26. 28. 30. Particle value estimateMoment matching value estimate. Distance in parameter space ( ). Val. ue. (a). -0.15 -0.1 -0.053.3. 3.35. 3.4. 3.45. ... COST FUNCTION NOISE MULTIPLIER PILCO RP RPFS GR GRFS LR TP TPσf TPσnANGLE COST k = 102 0.88 0
  23. Relational Learning with Gaussian Processes Wei ChuCCLS Columbia…

    https://mlg.eng.cam.ac.uk/zoubin/papers/relationalgp.pdf
    27 Jan 2023: 28. 26. 24. 22. 20. 18. κ. log P(E). log P(E,Y).
  24. The infinite HMM for unsupervised PoS tagging Jurgen Van ...

    https://mlg.eng.cam.ac.uk/pub/pdf/VanVlaGha09.pdf
    13 Feb 2023: tions from our evaluation, which leaves us with 19sections instead of 24.
  25. Bayesian Structured Prediction using Gaussian Processes Sébastien…

    https://mlg.eng.cam.ac.uk/pub/pdf/BraQuaGha14a.pdf
    13 Feb 2023: all 20 sessions, the error rates were 52.12 11.73 for the CRF, 51.91 11.02for GPstruct linear kernel, and 50.42 11.24 for GPstruct SE kernel.
  26. Bayesian Learning in Undirected Graphical Models:Approximate MCMC…

    https://mlg.eng.cam.ac.uk/zoubin/papers/uai04murray.pdf
    27 Jan 2023: Pattern Recogni-tion Letters, 24:1251–1259, 2003. [19] David Edwards and Tomáš Havránek.
  27. The Unreasonable Effectiveness of StructuredRandom Orthogonal…

    https://mlg.eng.cam.ac.uk/adrian/NeurIPS17-unreasonable-effectiveness.pdf
    16 Jul 2024: sin2(φ) cos2(ϕ1) cos2(ϕ2) sin2(ϕ1)cos2(ϕ2) sin. 2(ϕ1) sin2(φ) cos2(ϕ1). (24). This observation greatly simplifies the integral from Equation (22) involving the term
  28. SiGMa: Simple Greedy Matching for Aligning Large Knowledge Bases

    https://mlg.eng.cam.ac.uk/pub/pdf/LacPalDav13a.pdf
    13 Feb 2023: Finally, we mention thatPeralta [24] aligned the movie database MovieLens to IMDbthrough a combination of steps of manual cleaning with someautomation.
  29. chaptertr.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/advmf.pdf
    27 Jan 2023: ompute [24, 37, 13, 11, 10. ... Te hni al report, Cavendish Laboratory,University of Cambridge, 1997.[24 R. M.
  30. 27 Jan 2023: Curriculum Vitae. Zoubin Ghahramani FRS. CONTACT DETAILS. Department: Department of EngineeringUniversity of CambridgeTrumpington StreetCambridge CB2 1PZ, UK. Tel: 44 (0)1223 748 531Email: zoubin@eng.cam.ac.ukWWW: http://learning.eng.cam.ac.uk/zoubin
  31. Bayesian Gaussian Process Classificationwith the EM-EP…

    https://mlg.eng.cam.ac.uk/pub/pdf/KimGha06a.pdf
    13 Feb 2023: Itsgeneralized version which is convergent but slower hasbeen proposed [24]. 3.2 EP for Gaussian Process Classification. ... 00 0. CfJ. 24. 35; ð37Þ. where Cfj is a covariance matrix of latent values related to.
  32. chu05a.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/ChuGha05a.pdf
    13 Feb 2023: 25.732.24% 23.781.85% 23.751.74% 0.25960.0230 0.24110.0189 0.24110.0186Boston 25.561.98% 24.882.02% 24.491.85% 0.26720.0190
  33. BIOINFORMATICS Vol. 20 no. 9 2004, pages 1361–1372DOI:…

    https://mlg.eng.cam.ac.uk/pub/pdf/RanAngGha04a.pdf
    13 Feb 2023: Cells were collected in 300 µl ofRTL lysing solution (Qiagen) at the following times aftertreatment: 0, 2, 4, 6, 8, 18, 24, 32, 48, 72 h. ... Thecells used in this experiment were all expressing the T-cellreceptor (detected with anti CD3 antibodies) and
  34. aistats2007-ibpsb.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/TehGorGha07.pdf
    27 Jan 2023: Givens, the distribution ofZ becomes:. p(Z|x, s, µ(1:)) p(Z|x, µ(1:))1. µI(0sµ) (24).
  35. Compact approximations to Bayesian predictive distributions Edward…

    https://mlg.eng.cam.ac.uk/zoubin/papers/icml05snelson.pdf
    27 Jan 2023: 24 data points were generated, half labeled 1,the half other 1; these points are shown as circles andcrosses in Figure 2.
  36. Graphical models: parameter learning Zoubin Ghahramani Gatsby…

    https://mlg.eng.cam.ac.uk/zoubin/course04/hbtnn2e-II.pdf
    27 Jan 2023: ar(x)p(x) = hr, (24). where r indexes the constraint. If the prior is set to the uniform distribution, and the constraints are measured.
  37. Graphical models: parameter learning Zoubin Ghahramani Gatsby…

    https://mlg.eng.cam.ac.uk/zoubin/course03/hbtnn2e-II.pdf
    27 Jan 2023: ar(x)p(x) = hr, (24). where r indexes the constraint. If the prior is set to the uniform distribution, and the constraints are measured.
  38. btc654.tex

    https://mlg.eng.cam.ac.uk/pub/pdf/RavGhaWil02a.pdf
    13 Feb 2023: 0 226 0 98 310 0 14 322 0 214 24 0 1 23 0 2 4 0 21 16 0 9 24 0 115 205 51 20 265 0 11 ... 0 36 20 0 32 17 0 3518 28 23 0 28 0 23 23 0 28 27 0 24 28 0 2319 22 10 8 32 0 8 30 0
  39. Bayesian correlated clustering to integrate multiple datasetsPaul…

    https://mlg.eng.cam.ac.uk/pub/pdf/KirGriSavGhaetal12.pdf
    13 Feb 2023: Expression 7.66 1.15 9.48 551ChIPPPI 27.04 3.47 18.99 31. ChIPExpression 24.46 2.93 16.87 48PPIExpression 26.04 3.69 22.35 32.
  40. TCS November 2001, 2nd pages.qxd

    https://mlg.eng.cam.ac.uk/zoubin/papers/WolGhaFla01.pdf
    27 Jan 2023: J. Math. Biol. 15,267–273. 24 Linsker, R. (1986) From basic network principles toneural architecture: emergence of spatial-opponentcells.
  41. Approximate inference for the loss-calibrated Bayesian

    https://mlg.eng.cam.ac.uk/pub/pdf/LacHusGha11.pdf
    13 Feb 2023: p(θ) = N(θ|0,K1DD) (23). p(y|x,θ) = Φ(yKxDθ. σx. ), (24). where σ2x is as in (18), but with σ2 = 1.
  42. Spectral Methods for Automatic Multiscale Data Clustering Arik…

    https://mlg.eng.cam.ac.uk/zoubin/papers/AzrGhaCVPR06.pdf
    27 Jan 2023: 24. S31. S32. Figure 5. Numerical demonstration of Algorithm 4. Data S consists of 9 words arranged on 3 lines.
  43. Data-Efficient Reinforcement Learning inContinuous State-Action…

    https://mlg.eng.cam.ac.uk/pub/pdf/McaRas17.pdf
    13 Feb 2023: Bt|t N(Mt|t, V̄t|t), and Mt|t N(µmt|t, Σmt|t), (24). or equivalently the joint[Bt|tMt|t. ]
  44. vietri.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/vietri.pdf
    27 Jan 2023: Wewill deal exclusively with directed graphical models in this paper.4. texts [41, 24, 19] for details.Assume we observe some evidence: the value of some variables in the network.The ... If the parents of n are fp1; : : :;pkg and thechilden of n are fc1;
  45. standalone.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/QuiRasWil07.pdf
    13 Feb 2023: the approximateprior variances are replaced by the true prior variances. The predictive distribution of the FITC is identical to that of PITC (24),except for the alternative definition of Λ =
  46. gf2gp.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/gf2gp.pdf
    27 Jan 2023: 26. 24. 22. 20. 18. 16. α2α1. %(. 0.1. 0.08. 0.06. ... 150. 100. 50. 0 0.6. 0.8. 1. 28. 26. 24. 22.
  47. chu05a.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/chu05a.pdf
    27 Jan 2023: 25.732.24% 23.781.85% 23.751.74% 0.25960.0230 0.24110.0189 0.24110.0186Boston 25.561.98% 24.882.02% 24.491.85% 0.26720.0190
  48. LNAI 3944 - Evaluating Predictive Uncertainty Challenge

    https://mlg.eng.cam.ac.uk/pub/pdf/QuiRasSinetal06.pdf
    13 Feb 2023: 101. 100. Outaouais (regression). NLPD. nMSE. (c). 0.22 0.24 0.26 0.28 0.30.2.
  49. gppl.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/icml05chuwei-pl.pdf
    27 Jan 2023: f MAPa = Σaβa (24). where βa =. ni=1. gij=1 ln Φ(z. ... de-fined as in (24) at θ.
  50. ency02.dvi

    https://mlg.eng.cam.ac.uk/zoubin/course04/hbtnn2e-III.pdf
    27 Jan 2023: 5 454 9 44 5 312 14 47 8 216 20 35 13 96 28 24.
  51. ency02.dvi

    https://mlg.eng.cam.ac.uk/zoubin/course03/hbtnn2e-III.pdf
    27 Jan 2023: 5 454 9 44 5 312 14 47 8 216 20 35 13 96 28 24.

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