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SiGMa: Simple Greedy Matching for Aligning Large Knowledge Bases
https://mlg.eng.cam.ac.uk/pub/pdf/LacPalDav13a.pdf13 Feb 2023: We use these categories to construct a list of triplescontaining facts about movies and people. ... wildly inconsistent birthdates for people), indicating that SiGMa could be used tohighlight data inconsistencies between databases. -
nips2007-final.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/SilChuGha08.pdf27 Jan 2023: available at http://people.scs.fsu.edu/burkardt/msrc/rcm/rcm.html. Table 1: The averaged AUC scores of citation prediction on test cases of the Cora database arerecorded along with -
griffiths11a.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/GriGha11.pdf13 Feb 2023: 2α. This processcontinues until all customers have seats, defining a distribution over allocations of people to tables,and, more generally, objects to classes. -
Bayesian Modelling Zoubin Ghahramani Department of…
https://mlg.eng.cam.ac.uk/zoubin/talks/lect1bayes.pdf27 Jan 2023: If people want to applyit to problems A, B, C, D. -
Gaussian Process Regression Networks Andrew Gordon Wilson∗ David A.…
https://mlg.eng.cam.ac.uk/pub/pdf/WilKnoGha11.pdf13 Feb 2023: These datasets can be found in NeilLawrence’s GPSIM toolbox: http://staffwww.dcs.shef.ac.uk/people/N.Lawrence/gpsim/. Typical GPRN (VB) runtimes for the 50D and 1000D datasets were -
A Nonparametric Bayesian Model for Multiple Clustering…
https://mlg.eng.cam.ac.uk/pub/pdf/NiuDyGha12.pdf13 Feb 2023: Theface dataset from UCI KDD repository [2] consists of640 face images of 20 people taken at varying poses(straight, left, right, up). -
The IBP Compound Dirichlet Process and its Application to Focused…
https://mlg.eng.cam.ac.uk/pub/pdf/WilWanHelBle10.pdf13 Feb 2023: 3Matlab code is available from the authors4http://people.csail.mit.edu/jrennie/20Newsgroups/5http://kdd.ics.uci.edu/databases/reuters21578/. 0 5 10 15 20 25 30 350. -
Beyond Dataset Bias: Multi-task UnalignedShared Knowledge Transfer…
https://mlg.eng.cam.ac.uk/pub/pdf/TomQuaCapLam12.pdf13 Feb 2023: 3 From http://www.vision.ee.ethz.ch/pgehler/projects/iccv09/4 DenseHueV3H1 from http://lear.inrialpes.fr/people/guillaumin/data.php5 From http://attributes.kyb.tuebingen.mpg.de/. 12 T. -
paper.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/GhaGriSol06.pdf27 Jan 2023: 6.5. Extracting features from similarity judgments. One of the goals of cognitive psychology is to determine the kinds of representationsthat underlie people’s judgments. ... In particular, a method called “additive cluster-ing” has been used to -
ibp6.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/ibptr.pdf27 Jan 2023: This assumption seems appropriate when describing our friend theRed Sox fan: it is possible to imagine an arbitrarily large set of features that could be used todescribe people, and which subset ... 2α , andthe third table with probabililty α2α. This -
OP-CBIO120293 3290..3297
https://mlg.eng.cam.ac.uk/pub/pdf/KirGriSav12a.pdf13 Feb 2023: dances) to be routinely measured for large numbers of people. The development of novel statistical and computational method-. -
Proc. Valencia / ISBA 8th World Meeting on Bayesian ...
https://mlg.eng.cam.ac.uk/pub/pdf/GhaGriSol07.pdf13 Feb 2023: 6.5. Extracting features from similarity judgments. One of the goals of cognitive psychology is to determine the kinds of representationsthat underlie people’s judgments. ... In particular, a method called “additive cluster-ing” has been used to -
Curriculum Vitae Zoubin Ghahramani FRS CONTACT DETAILS Department:…
https://mlg.eng.cam.ac.uk/zoubin/fullcv.pdf27 Jan 2023: 2016. NIPS Royal Society Workshop, People and Machines, Barcelona, SPAIN. Keynote, Bayesian Deep Learning Workshop, NIPS, Barcelona, SPAIN. -
Bayesian Gaussian Process Classificationwith the EM-EP…
https://mlg.eng.cam.ac.uk/pub/pdf/KimGha06a.pdf13 Feb 2023: 7. The optimization procedure is described in Appendix B in [10] and thecode is available from http://www.kyb.tuebingen.mpg.de/bs/people/carl/code/minimize/. -
chu05a.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/ChuGha05a.pdf13 Feb 2023: The goalis to predict a person’s rating on new items given the person’s past ratings on similar items and theratings of other people on all the items (including the -
Practical Probabilistic Programming with Monads
https://mlg.eng.cam.ac.uk/pub/pdf/SciGhaGor15.pdf13 Feb 2023: For this reason we include in thepaper some material that may be difficult to read for people with-out deep knowledge of Bayesian statistics. -
chu05a.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/chu05a.pdf27 Jan 2023: The goalis to predict a person’s rating on new items given the person’s past ratings on similar items and theratings of other people on all the items (including the -
The Indian Buffet Process: Scalable Inference and Extensions Finale…
https://mlg.eng.cam.ac.uk/pub/pdf/Dos09.pdf13 Feb 2023: 2006). When applied to a data set where people are asked to choose celebrities. ... of people who sampled dish k before customer n. Each customer also tries. -
Bayesian correlated clustering to integrate multiple datasetsPaul…
https://mlg.eng.cam.ac.uk/pub/pdf/KirGriSavGhaetal12.pdf13 Feb 2023: large numbers of people. The development of novel statistical andcomputational methodology for integrating diverse data sources istherefore essential, and it is with this that the present work isconcerned. -
Unsupervised Learning∗ Zoubin Ghahramani† Gatsby Computational…
https://mlg.eng.cam.ac.uk/zoubin/papers/ul.pdf27 Jan 2023: Some people prefer tocall this a system or agent. The same mathematical theory of learning applies regardless of what we choose to call the learner,whether it is artificial or biological. -
Unsupervised Learning∗ Zoubin Ghahramani† Gatsby Computational…
https://mlg.eng.cam.ac.uk/zoubin/course05/ul.pdf27 Jan 2023: Some people prefer tocall this a system or agent. The same mathematical theory of learning applies regardless of what we choose to call the learner,whether it is artificial or biological. -
Bayesian Gaussian Process Classificationwith the EM-EP…
https://mlg.eng.cam.ac.uk/zoubin/papers/KimGha06-PAMI.pdf27 Jan 2023: 7. The optimization procedure is described in Appendix B in [10] and thecode is available from http://www.kyb.tuebingen.mpg.de/bs/people/carl/code/minimize/. -
coverage.eps
https://mlg.eng.cam.ac.uk/pub/pdf/SilHelGhaetal10.pdf13 Feb 2023: In their paper, one isinitially given a set of pairwise distances between objects (say, by the sub-jective judgement of a group of people). -
manual.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/RasNeaHinetal96.pdf13 Feb 2023: These sections may be of someinterest to all users, but are primarily intended for people who wish to include new datasetsin DELVE, or who wish to create new prototasks and tasks -
Bayesian Time Series Learning with Gaussian Processes Roger…
https://mlg.eng.cam.ac.uk/pub/pdf/Fri15.pdf13 Feb 2023: interact with so many talented people. -
Generalised Bayesian Matrix Factorisation Models Shakir Mohamed St…
https://mlg.eng.cam.ac.uk/pub/pdf/Moh11.pdf13 Feb 2023: iv. Acknowledgements. My time at the University of Cambridge has been filled with a wealth of memorableexperiences and I have been privileged to be surrounded by a multitude of trulyinspirational people. ... Foremost amongst these people has been my -
fit-epinions-svec.eps
https://mlg.eng.cam.ac.uk/pub/pdf/LesChaKleetal10.pdf13 Feb 2023: Journal of Machine Learning Research 11 (2010) 985-1042 Submitted 12/08; Revised 8/09; Published 2/10. Kronecker Graphs: An Approach to Modeling Networks. Jure Leskovec JURE@CS.STANFORD.EDUComputer Science DepartmentStanford UniversityStanford, CA -
- IB Paper 7: Probability and Statistics
https://mlg.eng.cam.ac.uk/teaching/1BP7/1819/lect04.pdf19 Nov 2023: Waiting times. The bus arrives on average every 15 minutes. Compare the average waiting timefor people arriving randomly if buses 1) arrive regularly, 2) arrive randomly. -
Scalable Inference for StructuredGaussian Process Models Yunus…
https://mlg.eng.cam.ac.uk/pub/pdf/Saa11.pdf13 Feb 2023: amazing people! -
Bayesian Learning forData-Efficient Control Rowan McAllister…
https://mlg.eng.cam.ac.uk/pub/pdf/Mca16.pdf13 Feb 2023: Bayesian Learning forData-Efficient Control. Rowan McAllister. Supervisor: Prof. C.E. Rasmussen. Advisor: Prof. Z. Ghahramani. Department of EngineeringUniversity of Cambridge. This dissertation is submitted for the degree ofDoctor of Philosophy. -
Gaussian Processes forState Space Models andChange Point Detection…
https://mlg.eng.cam.ac.uk/pub/pdf/Tur11.pdf13 Feb 2023: We take a more bold approach. 2 The term nonparametric causes quite a deal of confusion as it often leads people to believewe are working with models with zero parameters when -
Computation and Psychophysics ofSensorimotor IntegrationbyZoubin…
https://mlg.eng.cam.ac.uk/zoubin/papers/thesis.pdf27 Jan 2023: Computation and Psychophysics ofSensorimotor IntegrationbyZoubin GhahramaniB.S.E., Computer Science, University of Pennsylvania (1990)B.A., Cognitive Science, University of Pennsylvania (1990)Submitted to the Department of Brain and Cognitive -
- IB Paper 7: Probability and Statistics
https://mlg.eng.cam.ac.uk/teaching/1BP7/1819/lect03.pdf19 Nov 2023: The averageincome is very different from the median, since a few people have very largeincomes. -
Graph-based Semi-supervised Learning Zoubin Ghahramani Department of…
https://mlg.eng.cam.ac.uk/zoubin/talks/lect3ssl.pdf27 Jan 2023: data, using webcam im-ages of ten people that were collected over a period of sev-eral months. ... People changed. 2Instructions for obtaining the dataset can be found at http://www.cs.cmu.edu/˜zhuxj/freefoodcam. -
Variational Inference for the IndianBuffet Process Finale…
https://mlg.eng.cam.ac.uk/pub/pdf/DosMilVanTeh09b.pdf13 Feb 2023: 2. The ith customer then takes dishes that have been previously sampled with probabilitymk/i, where mk is the number of people who have already sampled dish k. ... The Yale Faces (Georghiades et al., 2001)dataset consisted of 721 32x32 pixel frontal-face -
Unsupervised Learning∗ Zoubin Ghahramani† Gatsby Computational…
https://mlg.eng.cam.ac.uk/zoubin/course04/ul.pdf27 Jan 2023: Some people prefer tocall this a system or agent. The same mathematical theory of learning applies regardless of what we choose to call the learner,whether it is artificial or biological. -
Bayesian Sets Zoubin Ghahramani∗ and Katherine A. HellerGatsby…
https://mlg.eng.cam.ac.uk/pub/pdf/GhaHel06.pdf13 Feb 2023: Depending on the application, the set D may consist of web pages, movies, people,words, proteins, images, or any other object we may wish to form queries on. ... The size of the dataset after preprocessing was 1813 people by 1532 movies. -
LNAI 3176 - Unsupervised Learning
https://mlg.eng.cam.ac.uk/pub/pdf/Gha03a.pdf13 Feb 2023: Some people prefer to call this a system or agent. The samemathematical theory of learning applies regardless of what we choose to call thelearner, whether it is artificial or biological. -
thesis.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/Ras96b.pdf13 Feb 2023: throughout my Ph.D. work. I hope that one day I will similarly be able to inspire people. ... convergence with such methods. In such cases people may find the required computational. -
A Nonparametric Bayesian Approach toModeling Overlapping Clusters…
https://mlg.eng.cam.ac.uk/pub/pdf/HelGha07a.pdf13 Feb 2023: A common approach is tocluster people; clusters could characterize gender, age,ethnicity, or simply movie taste (e.g. ... people who likehorror movies). However, any particular person canclearly belong to multiple such clusters at the sametime, e.g. -
Non-parametric Bayesian Methods Uncertainty in Artificial…
https://mlg.eng.cam.ac.uk/zoubin/talks/uai05tutorial-b.pdf27 Jan 2023: Example 1:You are trying to model people’s patterns of movie preferences. ... people who like movies with Marlon Brando, people who like action movies but not science. -
arXiv:0906.4032v1 [cs.LG] 22 Jun 2009
https://mlg.eng.cam.ac.uk/pub/pdf/BorGha09a.pdf13 Feb 2023: In the social sciences, one may want to compare whether the behavior of agroup of people, e.g. -
A Simple Bayesian Framework for Content-Based Image Retrieval…
https://mlg.eng.cam.ac.uk/pub/pdf/HelGha06a.pdf13 Feb 2023: everyday lives of people around the world. Accordingly,. there has been a substantial amount of CBIR research, and. ... as ease of displaying the images, reasonable quantities for. human hand labelling, and because when people perform. -
Bayesian HC research talk
https://mlg.eng.cam.ac.uk/zoubin/p8-07/lect4s.ppt27 Jan 2023: Retrieving Movies. EachMovie Data: 1813 people by 1532 movies. Retrieving Movies. -
grasshopper.dvi
https://mlg.eng.cam.ac.uk/pub/pdf/GolZhuVanAnd07.pdf13 Feb 2023: In social network anal-ysis, people are connected by their interactions, e.g.,phone calls. ... Active groups of people have strong in-teractions among them, but many groups may existwith fewer interactions. -
doi:10.1016/j.patrec.2005.09.027
https://mlg.eng.cam.ac.uk/pub/pdf/KimKimGha06a.pdf13 Feb 2023: People respond differ-ently according to gender. Human computer interactionsystem can be more user-friendly and more human-likewhen it considers the users gender. ... The databasePF01 has color face images of 103 Asian people, 53 menand 50 women, where
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