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Adrian Weller
https://mlg.eng.cam.ac.uk/adrian/19 Jun 2024: Mapping Intelligence: Requirements and Possibilities. ... us submitting the best entry to the MIREX open competition that year, see results here. -
Construction of Nonparametric Bayesian Models from Parametric Bayes…
https://mlg.eng.cam.ac.uk/pub/pdf/Orb09.pdf13 Feb 2023: Jx to xI, the subset of entries of xJ that are indexed by I J. ... is non-zero only for a finite number of indices l, such that the entries of SE are always finite. -
aistats2007-ibpsb.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/TehGorGha07a.pdf13 Feb 2023: Let Z be a random binaryN K ma-trix, and denote entry(i, k) in Z by zik. ... Entries ofA are drawn i.i.d. from a zeromean Gaussian with varianceσ2A. -
aistats2007-ibpsb.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/TehGorGha07.pdf27 Jan 2023: Let Z be a random binaryN K ma-trix, and denote entry(i, k) in Z by zik. ... Entries ofA are drawn i.i.d. from a zeromean Gaussian with varianceσ2A. -
Scaling the iHMM: Parallelization versus Hadoop Sébastien…
https://mlg.eng.cam.ac.uk/pub/pdf/BraVanVlaGha10.pdf13 Feb 2023: Sampling the transition and emission parameters is gen-erally very cheap: if K states are used in an iteration andthe emission distribution is multinomial with E outcomes,K2 entries in the ... Thealgorithm received a large amount of logging -
A Generative Model of Vector Space Semantics
https://mlg.eng.cam.ac.uk/pub/pdf/AndGha13a.pdf13 Feb 2023: Our approach is still composi-tional, in the sense that a sentence’s meaning canbe inferred from the meanings of its parts, but werelax the requirement that lexical items correspondto single ... The fact that relaxing thedistributional requirement for -
Marc P. Deisenroth, Jan Peters, and Carl E. Rasmussen: ...
https://mlg.eng.cam.ac.uk/pub/pdf/DeiPetRas08.pdf13 Feb 2023: context of this problem, we briefly discuss the computationaland memory requirements of GPDP and standard DP. ... We compare theperformances of DP and GPDP for one example trajectoryof the underpowered pendulum swing up as well as thecorresponding -
C:/Users/Adrian/Documents/GitHub/betheClean/docs/nb-UAI.dvi
https://mlg.eng.cam.ac.uk/adrian/nb-UAI.pdf19 Jun 2024: Lemma 2. Flipping variables changes affected pseudo-marginal matrix entries’ locations but not values. ... Then was set as max(a, b),and Σ as the proportion of non-zero entries in H. -
book
https://mlg.eng.cam.ac.uk/zoubin/papers/CGM.pdf27 Jan 2023: In the original M3 net formulation,this labelling is not penalised and the discriminative information about the clique,which does not fulfil the margin requirement, is lost. ... ψ(xnt1 ),. | 0,. , ψ(xnt2 ),. ]. which has 2q2 elements, twice as many -
book
https://mlg.eng.cam.ac.uk/pub/pdf/PerGhaPon07.pdf13 Feb 2023: In the original M3 net formulation,this labelling is not penalised and the discriminative information about the clique,which does not fulfil the margin requirement, is lost. ... ψ(xnt1 ),. | 0,. , ψ(xnt2 ),. ]. which has 2q2 elements, twice as many -
The Supervised IBP: Neighbourhood PreservingInfinite Latent Feature…
https://mlg.eng.cam.ac.uk/pub/pdf/QuaShaKnoGha13.pdf13 Feb 2023: Binary representations are very attractive forreducing storage requirements and accelerating searchand retrieval in large collections of high dimensionaldata. ... il. Let T be an N N N preference tensor. with entries {tijl} where tijl = 1 whenever j il is -
Human Perceptions of Fairness in Algorithmic Decision Making: A Case…
https://mlg.eng.cam.ac.uk/adrian/WWW18-HumanPerceptions.pdf19 Jun 2024: Reliability. Inspired by legal requirements that any admissibleevidence be reliably assessed [15, 38], fairness judgments might beinfluenced by the potential for reliably assessing the feature. ... Relevance. Inspired by legal requirements that any -
Prediction on Spike DataUsing Kernel Algorithms Jan Eichhorn, Andreas …
https://mlg.eng.cam.ac.uk/pub/pdf/EicTolZieetal04.pdf13 Feb 2023: Note, that each entry sk of the sequence (-matrix) s ismeant to be a vector containing the firing rates of all simultaneously recorded neurons inthe same time interval (bin). ... The second requirement for a valid alignment is that no dash is mapped toa -
PROBABILISTIC NON-NEGATIVE TENSOR FACTORIZATION USING MARKOV CHAIN…
https://mlg.eng.cam.ac.uk/pub/pdf/SchMoh09.pdf13 Feb 2023: 2. ‚. ‚. ‚X. KX. k=1. IO. i=1. uki. ‚. ‚. ‚. 2. F, s.t. uki 0, (2). where ‖ ‖2F is the squared Frobenius norm, which is thesum of squares of all entries ... Note that this formulation avoids the explicit computationof the approximation to -
Journal of Machine Learning Research 10 (2009) 1187-1238 Submitted ...
https://mlg.eng.cam.ac.uk/pub/pdf/SilGha09.pdf13 Feb 2023: An important requirement for inference is the specification ofthe distribution over parameters of the models. ... 1194. BAYESIAN L EARNING WITH M IXED GRAPH M ODELS. such thatBi is a row vector withi 1 entries,γi is a scalar, and. -
LETTER Communicated by Joris Mooij Model Reductions for Inference: ...
https://mlg.eng.cam.ac.uk/pub/pdf/EatGha13a.pdf13 Feb 2023: Factor graphs with rational entries can be modeled bydividing an integer-valued factor graph by a polynomial-time computabledenominator, Z = Z̃/K. ... F ( P, ) satisfies the above requirements for a PA-map and can be computed. -
Unifying Orthogonal Monte Carlo Methods
https://mlg.eng.cam.ac.uk/adrian/ICML2019-unified.pdf19 Jun 2024: The Gram-Schmidtmethod does not offer this advantage.(iii) Space requirements. All methods require the storageof O(d2) floating-point numbers. ... A commonlyused random projection is given by taking M to have i.i.d.N(0, 1/d) entries. -
zglactive.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/zglactive.pdf27 Jan 2023: the requirement that labels are binary, re-sulting in a simple and tractable family of algorithms. ... Define the diagonal matrix q6#sr_tu[8r E whose entries r E #wv G DFEmG are the weighted degrees ofthe nodes in 5. -
Cambridge Machine Learning Group Publications
https://mlg.eng.cam.ac.uk/pub/13 Feb 2023: Publications, Machine Learning Group, Department of Engineering, Cambridge. current group:. [former members:. [by year:. [2022. James Urquhart Allingham, Florian Wenzel, Zelda E Mariet, Basil Mustafa, Joan Puigcerver, Neil Houlsby, Ghassen Jerfel, -
Cambridge Machine Learning Group Publications
https://mlg.eng.cam.ac.uk/pub/authors/13 Feb 2023: Publications, Machine Learning Group, Department of Engineering, Cambridge. current group:. [former members:. [by year:. [Tameem Adel. George Nicholson, Marta Blangiardo, Mark Briers, Peter J Diggle, Tor Erlend Fjelde, Hong Ge, Robert J B Goudie,
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