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Marc P. Deisenroth, Jan Peters, and Carl E. Rasmussen: ...
https://mlg.eng.cam.ac.uk/pub/pdf/DeiPetRas08.pdf13 Feb 2023: 578 2.0108 9.23 6.2105 9.81012 9.02488 1.2108 9.24 3.1105 1.31012 9.05. -
Gaussian Process Change Point Models
https://mlg.eng.cam.ac.uk/pub/pdf/SaaTurRas10.pdf13 Feb 2023: In FinancialTimes. April 24 2009. Li, D. X. On default correlation: A copula function ap-proach. -
Nonparametric Transforms of Graph Kernelsfor Semi-Supervised Learning …
https://mlg.eng.cam.ac.uk/zoubin/papers/ZhuKanGhaLaf04.pdf27 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 -
368 A kernel method for unsupervised structured network inference ...
https://mlg.eng.cam.ac.uk/pub/pdf/LipSteGhaetal09.pdf13 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 -
Bayesian Sets Zoubin Ghahramani∗ and Katherine A. HellerGatsby…
https://mlg.eng.cam.ac.uk/zoubin/papers/bsets-nips05.pdf27 Jan 2023: Behavioral and Brain. Sciences, 24:629–641.[6] Tong, S. (2005). Personal communication. -
LNAI 8189 - Variational Hidden Conditional Random Fields with Coupled …
https://mlg.eng.cam.ac.uk/pub/pdf/BouZafMor13a.pdf13 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 -
A Kernel Approach to Tractable Bayesian Nonparametrics
https://mlg.eng.cam.ac.uk/pub/pdf/HusLac11.pdf13 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. -
Choosing a Variable to Clamp:Approximate Inference Using Conditioned…
https://mlg.eng.cam.ac.uk/pub/pdf/EatGha09.pdf13 Feb 2023: xα)d/m̃αi(xi) (24). -
Learning to Control a Low-Cost Manipulator usingData-Efficient…
https://mlg.eng.cam.ac.uk/pub/pdf/DeiRasFox11.pdf13 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 -
Relational Learning with Gaussian Processes Wei ChuCCLS Columbia…
https://mlg.eng.cam.ac.uk/pub/pdf/ChuSinGhaetal07.pdf13 Feb 2023: 28. 26. 24. 22. 20. 18. κ. log P(E). log P(E,Y). -
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. ... Expression 7.66 1.15 9.48 551. ChIPþPPI 27.04 3.47 18.99 31ChIPþExpression 24.46 2.93 -
MCMC for doubly-intractable distributions Iain MurrayGatsby…
https://mlg.eng.cam.ac.uk/pub/pdf/MurGhaMac06a.pdf13 Feb 2023: K. k=0. fk1(xk; θ, θ′)fk(xk; θ, θ′). (24)5. Draw r Uniform[0, 1]6. -
aistats2007-ibpsb.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/TehGorGha07a.pdf13 Feb 2023: Givens, the distribution ofZ becomes:. p(Z|x, s, µ(1:)) p(Z|x, µ(1:))1. µI(0sµ) (24). -
Variational Inference for the Indian Buffet Process Finale…
https://mlg.eng.cam.ac.uk/pub/pdf/DosMilVanTeh09.pdf13 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. -
uai2006.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/WooGriGha06a.pdf13 Feb 2023: The mean num-ber of signs per patient was 8.24 and the mean numberof stroke localizations was 1.96. -
Generalization to Local Remappings of the VisuomotorCoordinate…
https://mlg.eng.cam.ac.uk/zoubin/papers/genJN.pdf27 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, -
Gaussian Processes for time-marked time-series data John P.…
https://mlg.eng.cam.ac.uk/pub/pdf/CunGhaRas12.pdf13 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. -
/users/joe/src/tops/dvips
https://mlg.eng.cam.ac.uk/pub/pdf/UedNakGha00a.pdf13 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 -
1471-2105-10-242.fm
https://mlg.eng.cam.ac.uk/pub/pdf/SavHelXuetal09.pdf13 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, -
1212 nature neuroscience supplement • volume 3 • november ...
https://mlg.eng.cam.ac.uk/zoubin/papers/natneuro.pdf27 Jan 2023: 24. Todorov, E. Direct cortical control of muscle activation in voluntary armmovements: a model. -
PIPPS: Flexible Model-Based Policy Search Robust to the Curse of Chaos
https://mlg.eng.cam.ac.uk/pub/pdf/ParRasPetDoy18.pdf13 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 -
Relational Learning with Gaussian Processes Wei ChuCCLS Columbia…
https://mlg.eng.cam.ac.uk/zoubin/papers/relationalgp.pdf27 Jan 2023: 28. 26. 24. 22. 20. 18. κ. log P(E). log P(E,Y). -
The infinite HMM for unsupervised PoS tagging Jurgen Van ...
https://mlg.eng.cam.ac.uk/pub/pdf/VanVlaGha09.pdf13 Feb 2023: tions from our evaluation, which leaves us with 19sections instead of 24. -
Bayesian Structured Prediction using Gaussian Processes Sébastien…
https://mlg.eng.cam.ac.uk/pub/pdf/BraQuaGha14a.pdf13 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. -
Bayesian Learning in Undirected Graphical Models:Approximate MCMC…
https://mlg.eng.cam.ac.uk/zoubin/papers/uai04murray.pdf27 Jan 2023: Pattern Recogni-tion Letters, 24:1251–1259, 2003. [19] David Edwards and Tomáš Havránek. -
The Unreasonable Effectiveness of StructuredRandom Orthogonal…
https://mlg.eng.cam.ac.uk/adrian/NeurIPS17-unreasonable-effectiveness.pdf16 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 -
SiGMa: Simple Greedy Matching for Aligning Large Knowledge Bases
https://mlg.eng.cam.ac.uk/pub/pdf/LacPalDav13a.pdf13 Feb 2023: Finally, we mention thatPeralta [24] aligned the movie database MovieLens to IMDbthrough a combination of steps of manual cleaning with someautomation. -
chaptertr.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/advmf.pdf27 Jan 2023: ompute [24, 37, 13, 11, 10. ... Te hni al report, Cavendish Laboratory,University of Cambridge, 1997.[24 R. M. -
Curriculum Vitae Zoubin Ghahramani FRS CONTACT DETAILS Department:…
https://mlg.eng.cam.ac.uk/zoubin/fullcv.pdf27 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 -
Bayesian Gaussian Process Classificationwith the EM-EP…
https://mlg.eng.cam.ac.uk/pub/pdf/KimGha06a.pdf13 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. -
chu05a.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/ChuGha05a.pdf13 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 -
BIOINFORMATICS Vol. 20 no. 9 2004, pages 1361–1372DOI:…
https://mlg.eng.cam.ac.uk/pub/pdf/RanAngGha04a.pdf13 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 -
aistats2007-ibpsb.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/TehGorGha07.pdf27 Jan 2023: Givens, the distribution ofZ becomes:. p(Z|x, s, µ(1:)) p(Z|x, µ(1:))1. µI(0sµ) (24). -
Compact approximations to Bayesian predictive distributions Edward…
https://mlg.eng.cam.ac.uk/zoubin/papers/icml05snelson.pdf27 Jan 2023: 24 data points were generated, half labeled 1,the half other 1; these points are shown as circles andcrosses in Figure 2. -
Graphical models: parameter learning Zoubin Ghahramani Gatsby…
https://mlg.eng.cam.ac.uk/zoubin/course04/hbtnn2e-II.pdf27 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. -
Graphical models: parameter learning Zoubin Ghahramani Gatsby…
https://mlg.eng.cam.ac.uk/zoubin/course03/hbtnn2e-II.pdf27 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. -
btc654.tex
https://mlg.eng.cam.ac.uk/pub/pdf/RavGhaWil02a.pdf13 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 -
TCS November 2001, 2nd pages.qxd
https://mlg.eng.cam.ac.uk/zoubin/papers/WolGhaFla01.pdf27 Jan 2023: J. Math. Biol. 15,267–273. 24 Linsker, R. (1986) From basic network principles toneural architecture: emergence of spatial-opponentcells. -
Bayesian correlated clustering to integrate multiple datasetsPaul…
https://mlg.eng.cam.ac.uk/pub/pdf/KirGriSavGhaetal12.pdf13 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. -
Approximate inference for the loss-calibrated Bayesian
https://mlg.eng.cam.ac.uk/pub/pdf/LacHusGha11.pdf13 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. -
Spectral Methods for Automatic Multiscale Data Clustering Arik…
https://mlg.eng.cam.ac.uk/zoubin/papers/AzrGhaCVPR06.pdf27 Jan 2023: 24. S31. S32. Figure 5. Numerical demonstration of Algorithm 4. Data S consists of 9 words arranged on 3 lines. -
Data-Efficient Reinforcement Learning inContinuous State-Action…
https://mlg.eng.cam.ac.uk/pub/pdf/McaRas17.pdf13 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. ] -
vietri.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/vietri.pdf27 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; -
standalone.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/QuiRasWil07.pdf13 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 = -
gf2gp.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/gf2gp.pdf27 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. -
chu05a.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/chu05a.pdf27 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 -
LNAI 3944 - Evaluating Predictive Uncertainty Challenge
https://mlg.eng.cam.ac.uk/pub/pdf/QuiRasSinetal06.pdf13 Feb 2023: 101. 100. Outaouais (regression). NLPD. nMSE. (c). 0.22 0.24 0.26 0.28 0.30.2. -
gppl.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/icml05chuwei-pl.pdf27 Jan 2023: f MAPa = Σaβa (24). where βa =. ni=1. gij=1 ln Φ(z. ... de-fined as in (24) at θ. -
ency02.dvi
https://mlg.eng.cam.ac.uk/zoubin/course04/hbtnn2e-III.pdf27 Jan 2023: 5 454 9 44 5 312 14 47 8 216 20 35 13 96 28 24. -
ency02.dvi
https://mlg.eng.cam.ac.uk/zoubin/course03/hbtnn2e-III.pdf27 Jan 2023: 5 454 9 44 5 312 14 47 8 216 20 35 13 96 28 24.
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