Video Journal of Machine Learning Abstracts - Volume 3 (original) (raw)

About

Welcome to the 3rd issue of the Journal of Machine Learning Video Abstracts, published by Knowledge for All Foundation Ltd, London, with the goal of providing the legacy of the PASCAL2 Network of Excellence. This issue is equally dedicated to presenting the spotlight presentations of the 2012 Neural Information Processing Systems (NIPS) Conference held in December 3, 2012, Lake Tahoe, Nevada, United States as the Volume 2 and Volume 3 of this Journal. The original papers which were submitted to NIPS 2012 were also added to the video abstracts.

Chris J.C. Burges, Leon Bottou, Patrick Haffner and Davor Orlic

Editors of the 3rd Issue and Programme Chairs of the 2010 NIPS Conference

NIPS Oral Sessions videos are available at [[nips2012_laketahoe]]

NIPS Workshops videos are available at [[nipsworkshops2012_laketahoe]]

Videos

Spotlight Session 1

Pointwise Tracking the Optimal Regression FunctionJan 14, 2013 · 2989 viewsPutting Bayes to sleepWouter M. KoolenJan 14, 2013 · 4570 viewsVolume Regularization for Binary ClassificationKoby CrammerJan 14, 2013 · 3293 viewsConfusion-Based Online Learning and a Passive-Aggressive SchemeLiva RalaivolaJan 14, 2013 · 3294 viewsFast Resampling Weighted v-StatisticsChunxiao ZhouJan 14, 2013 · 3460 views

Spotlight Session 2

Continuous Relaxations for Discrete Hamiltonian Monte CarloYichuan ZhangJan 14, 2013 · 3001 viewsModelling Reciprocating Relationships with Hawkes ProcessesCharles BlundellJan 14, 2013 · 3036 viewsActive Comparison of Prediction ModelsChristoph SawadeJan 14, 2013 · 2848 viewsEfficient high dimensional maximum entropy modeling via symmetric partition func...Paul VernazaJan 14, 2013 · 2936 viewsA Convex Formulation for Learning Scale-Free Networks via Submodular RelaxationAaron DefazioJan 14, 2013 · 3417 viewsEntangled Monte CarloSeong-Hwan JunJan 14, 2013 · 2911 views

Spotlight Session 3

Multi-criteria Anomaly Detection using Pareto Depth AnalysisAlfred O. Hero IIIJan 14, 2013 · 2937 viewsA quasi-Newton proximal splitting methodJalal FadiliJan 14, 2013 · 4126 viewsScaled Gradients on Grassmann Manifolds for Matrix CompletionThanh NgoJan 14, 2013 · 3347 viewsFactoring nonnegative matrices with linear programsVictor BittorfJan 14, 2013 · 3162 viewsSemi-Supervised Domain Adaptation with Non-Parametric CopulasDavid Lopez-PazJan 14, 2013 · 4464 views

Spotlight Session 4

Discriminatively Trained Sparse Code Gradients for Contour DetectionXiaofeng RenJan 14, 2013 · 3519 viewsImageNet Classification with Deep Convolutional Neural NetworksAlex KrizhevskyJan 14, 2013 · 35214 views3D Object Detection and Viewpoint Estimation with a Deformable 3D Cuboid ModelSanja FidlerJan 14, 2013 · 6486 viewsSearching for objects driven by contextBogdan AlexeJan 14, 2013 · 3576 viewsAnalyzing 3D Objects in Cluttered ImagesMohsen HejratiJan 14, 2013 · 3518 views

Spotlight Session 5

Kernel HyperalignmentPeter J. RamadgeJan 14, 2013 · 2788 viewsMajorization for CRFs and Latent LikelihoodsAnna ChoromanskaJan 14, 2013 · 3517 viewsLearning Networks of Heterogeneous InfluenceNan DuJan 14, 2013 · 3111 viewsLearning from Distributions via Support Measure MachinesKrikamol MuandetJan 14, 2013 · 3712 viewsMulticlass Learning Approaches: A Theoretical Comparison with ImplicationsAmit DanielyJan 14, 2013 · 2923 views

Spotlight Session 6

Near Optimal Chernoff Bounds for Markov Decision ProcessesTeodor Mihai MoldovanJan 14, 2013 · 4394 viewsLocating Changes in Highly Dependent Data with an Unknown Number of Change Point...Azadeh KhaleghiJan 14, 2013 · 2896 viewsClassification Calibration Dimension for General Multiclass LossesHarish GuruprasadJan 14, 2013 · 2798 viewsMulti-Stage Multi-Task Feature LearningChangshui ZhangJan 15, 2013 · 3297 viewsRegularized Off-Policy TD-LearningBo LiuJan 14, 2013 · 3334 viewsHuman memory search as a random walk in a semantic networkJoshua T. AbbottJan 14, 2013 · 3899 views

Spotlight Session 7

On Multilabel Classification and Ranking with Partial FeedbackFrancesco OrabonaJan 14, 2013 · 2703 viewsPatient Risk Stratification for Hospital-Associated C. Diff as a Time-Series Cla...Jenna WiensJan 18, 2013 · 5286 views Hierarchical spike coding of soundYan KarklinJan 14, 2013 · 2760 viewsStatistical Consistency of Ranking Methods in A Rank-Differentiable Probability ...Yanyan LanJan 14, 2013 · 3930 viewsIterative ranking from pair-wise comparisonsSahand NegahbanJan 14, 2013 · 1635 views

Spotlight Session 8

Augment-and-Conquer Negative Binomial ProcessesMingyuan ZhouJan 14, 2013 · 3605 viewsA Spectral Algorithm for Latent Dirichlet AllocationDaniel HsuJan 14, 2013 · 3974 viewsBayesian Nonparametric Modeling of Suicide AttemptsIsabel ValeraJan 14, 2013 · 3024 viewsSymmetric Correspondence Topic Models for Multilingual Text AnalysisKosuke FukumasuJan 14, 2013 · 3508 viewsScalable Inference of Overlapping CommunitiesPrem GopalanJan 11, 2013 · 2698 views

Spotlight Session 9

Delay Compensation with Dynamical SynapsesC. C. Alan FungJan 11, 2013 · 2698 viewsEfficient Spike-Coding with Multiplicative Adaptation in a Spike Response ModelSander M. BohteJan 14, 2013 · 3063 viewsIdentification of Recurrent Patterns in the Activation of Brain NetworksFirdaus JanoosJan 14, 2013 · 3144 viewsComplex Inference in Neural Circuits with Probabilistic Population Codes and Top...Jeff BeckJan 14, 2013 · 3949 viewsDeep Spatio-Temporal Architectures and Learning for Protein Structure PredictionKen NagataJan 14, 2013 · 3452 views

Spotlight Session 10

Compressive neural representation of sparse, high-dimensional probabilitiesXaq PitkowJan 14, 2013 · 4271 views Sparse Prediction with the k-Support NormAndreas ArgyriouJan 15, 2013 · 3101 viewsExact and Stable Recovery of Sequences of Signals with Sparse Increments via Dif...Demba BaJan 14, 2013 · 2764 views Selecting Diverse Features via Spectral RegularizationAbhimanyu DasJan 15, 2013 · 2740 views