Methods › General › Non-Parametric Regression › Gaussian Process › Papers, page 24
Gaussian Process
Papers archive 2025-07-28
archive papers tagged: 2,473 · with a code link: 734 · where Syntology ran a sample: 155 (130 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (155 of 2,473 tagged: 130 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument)
Page 24 of 25: papers 2,301 to 2,400 of 2,473, newest first by the archive's date (ties by slug), in archive order.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Learning Stationary Time Series using Gaussian Processes with Nonparametric Kernels 1 Dec 2015 · 0 repositories
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Scalable Inference for Gaussian Process Models with Black-Box Likelihoods 1 Dec 2015 · 0 repositories
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Similarity Gaussian Process Latent Variable Model for Multi-Modal Data Analysis 1 Dec 2015 · 0 repositories
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Statistical Model Criticism using Kernel Two Sample Tests 1 Dec 2015 · 0 repositories
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Gaussian Process Planning with Lipschitz Continuous Reward Functions: Towards Unifying Bayesian Optimization, Active Learning, and Beyond 21 Nov 2015 · 0 repositories · arXiv:1511.06890
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The Variational Gaussian Process 20 Nov 2015 · 0 repositories · arXiv:1511.06499
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Complex-Valued Gaussian Processes for Regression 18 Nov 2015 · 0 repositories · arXiv:1511.05710
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Model-based Dashboards for Customer Analytics 17 Nov 2015 · 0 repositories · arXiv:1511.05614
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Scalable Gaussian Processes for Characterizing Multidimensional Change Surfaces 13 Nov 2015 · 0 repositories · arXiv:1511.04408
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Kernel Methods for Accurate UWB-Based Ranging with Reduced Complexity 10 Nov 2015 · 0 repositories · arXiv:1511.04045
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Stochastic Expectation Propagation for Large Scale Gaussian Process Classification 10 Nov 2015 · 0 repositories · arXiv:1511.03249
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Efficient Multiscale Gaussian Process Regression using Hierarchical Clustering 6 Nov 2015 · 0 repositories · arXiv:1511.02258
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Gaussian Process Random Fields 31 Oct 2015 · 1 repository · arXiv:1511.00054
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The Human Kernel 26 Oct 2015 · 0 repositories · arXiv:1510.07389
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Dual Control for Approximate Bayesian Reinforcement Learning 13 Oct 2015 · 0 repositories · arXiv:1510.03591
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Fast Gaussian Process Regression for Big Data 17 Sep 2015 · 0 repositories · arXiv:1509.05142
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Modeling and interpolation of the ambient magnetic field by Gaussian processes 15 Sep 2015 · 0 repositories · arXiv:1509.04634
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Semi-described and semi-supervised learning with Gaussian processes 3 Sep 2015 · 0 repositories · arXiv:1509.01168
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Fingerprinting-Based Positioning in Distributed Massive MIMO Systems 1 Sep 2015 · 0 repositories · arXiv:1509.00202
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Varying-coefficient models with isotropic Gaussian process priors 28 Aug 2015 · 0 repositories · arXiv:1508.07192
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A Bayesian framework for functional calibration of expensive computational models through non-isometric matching 5 Aug 2015 · 0 repositories · arXiv:1508.01240
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Scalable Gaussian Process Classification via Expectation Propagation 16 Jul 2015 · 0 repositories · arXiv:1507.04513
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Classifying X-ray Binaries: A Probabilistic Approach 13 Jul 2015 · 1 repository · arXiv:1507.03538
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Joint estimation of quantile planes over arbitrary predictor spaces 11 Jul 2015 · 0 repositories · arXiv:1507.03130
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Intrinsic Non-stationary Covariance Function for Climate Modeling 9 Jul 2015 · 0 repositories · arXiv:1507.02356
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Anomaly Detection and Removal Using Non-Stationary Gaussian Processes 2 Jul 2015 · 0 repositories · arXiv:1507.00566
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Correlated Random Measures 2 Jul 2015 · 0 repositories · arXiv:1507.00720
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Gaussian Process for Noisy Inputs with Ordering Constraints 30 Jun 2015 · 0 repositories · arXiv:1507.00052
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Doubly Decomposing Nonparametric Tensor Regression 19 Jun 2015 · 0 repositories · arXiv:1506.05967
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Hamiltonian Monte Carlo Acceleration Using Surrogate Functions with Random Bases 18 Jun 2015 · 1 repository · arXiv:1506.05555
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Computationally Efficient Bayesian Learning of Gaussian Process State Space Models 7 Jun 2015 · 0 repositories · arXiv:1506.02267
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Generalized Spectral Kernels 7 Jun 2015 · 0 repositories · arXiv:1506.02236
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Local Nonstationarity for Efficient Bayesian Optimization 5 Jun 2015 · 0 repositories · arXiv:1506.02080
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Bayesian optimization for materials design 3 Jun 2015 · 1 repository · arXiv:1506.01349
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Spike and Slab Gaussian Process Latent Variable Models 10 May 2015 · 0 repositories · arXiv:1505.02434
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Bayesian Optimization for Synthetic Gene Design 7 May 2015 · 0 repositories · arXiv:1505.01627
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Identifying Reliable Annotations for Large Scale Image Segmentation 28 Apr 2015 · 0 repositories · arXiv:1504.07460
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On Sparse variational methods and the Kullback-Leibler divergence between stochastic processes 27 Apr 2015 · 0 repositories · arXiv:1504.07027
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On the relation between Gaussian process quadratures and sigma-point methods 22 Apr 2015 · 0 repositories · arXiv:1504.05994
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Indian Buffet process for model selection in convolved multiple-output Gaussian processes 22 Mar 2015 · 1 repository · arXiv:1503.06432
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Differentiating the multipoint Expected Improvement for optimal batch design 18 Mar 2015 · 0 repositories · arXiv:1503.05509
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Nonparametric Detection of Nonlinearly Mixed Pixels and Endmember Estimation in Hyperspectral Images 18 Mar 2015 · 0 repositories · arXiv:1503.05521
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Improving the Gaussian Process Sparse Spectrum Approximation by Representing Uncertainty in Frequency Inputs 9 Mar 2015 · 1 repository · arXiv:1503.02424
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Latent Gaussian Processes for Distribution Estimation of Multivariate Categorical Data 7 Mar 2015 · 1 repository · arXiv:1503.02182
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Quantifying Uncertainty in Stochastic Models with Parametric Variability 4 Mar 2015 · 0 repositories · arXiv:1503.01401
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Functional Gaussian Process Model for Bayesian Nonparametric Analysis 10 Feb 2015 · 0 repositories · arXiv:1502.03042
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Gaussian Processes for Data-Efficient Learning in Robotics and Control 10 Feb 2015 · 1 repository · arXiv:1502.02860
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Probabilistic Line Searches for Stochastic Optimization 10 Feb 2015 · 1 repository · arXiv:1502.02846Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples)
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Discriminative training for Convolved Multiple-Output Gaussian processes 7 Feb 2015 · 0 repositories · arXiv:1502.02089
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Marginalizing Gaussian Process Hyperparameters using Sequential Monte Carlo 6 Feb 2015 · 0 repositories · arXiv:1502.01908
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Enhanced Mixtures of Part Model for Human Pose Estimation 22 Jan 2015 · 0 repositories · arXiv:1501.05382
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Gaussian Process Pseudo-Likelihood Models for Sequence Labeling 25 Dec 2014 · 0 repositories · arXiv:1412.7868
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Bayesian Fisher's Discriminant for Functional Data 9 Dec 2014 · 0 repositories · arXiv:1412.2929
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Hierarchical Mixture-of-Experts Model for Large-Scale Gaussian Process Regression 9 Dec 2014 · 0 repositories · arXiv:1412.3078
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Automated Variational Inference for Gaussian Process Models 1 Dec 2014 · 0 repositories
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Bayesian Inference for Structured Spike and Slab Priors 1 Dec 2014 · 0 repositories
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Bayesian Nonlinear Support Vector Machines and Discriminative Factor Modeling 1 Dec 2014 · 0 repositories
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Extended and Unscented Gaussian Processes 1 Dec 2014 · 0 repositories
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Fast Kernel Learning for Multidimensional Pattern Extrapolation 1 Dec 2014 · 0 repositories
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Nonparametric Bayesian inference on multivariate exponential families 1 Dec 2014 · 0 repositories
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Sparse Bayesian structure learning with “dependent relevance determination” priors 1 Dec 2014 · 0 repositories
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Metrics for Probabilistic Geometries 27 Nov 2014 · 0 repositories · arXiv:1411.7432
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Robust EM kernel-based methods for linear system identification 21 Nov 2014 · 0 repositories · arXiv:1411.5915
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Maximum Entropy Kernels for System Identification 20 Nov 2014 · 0 repositories · arXiv:1411.5620
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Parallel Gaussian Process Regression for Big Data: Low-Rank Representation Meets Markov Approximation 17 Nov 2014 · 1 repository · arXiv:1411.4510
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A chain rule for the expected suprema of Gaussian processes 10 Nov 2014 · 0 repositories · arXiv:1411.2635
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Distributed Submodular Maximization 3 Nov 2014 · 0 repositories · arXiv:1411.0541
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Heteroscedastic Treed Bayesian Optimisation 27 Oct 2014 · 0 repositories · arXiv:1410.7172
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Gaussian Process Models with Parallelization and GPU acceleration 18 Oct 2014 · 0 repositories · arXiv:1410.4984
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Probabilistic Network Metrics: Variational Bayesian Network Centrality 15 Sep 2014 · 0 repositories · arXiv:1409.4141
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Variational Inference for Uncertainty on the Inputs of Gaussian Process Models 8 Sep 2014 · 0 repositories · arXiv:1409.2287
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Kernel-based Information Criterion 25 Aug 2014 · 0 repositories · arXiv:1408.5810
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A new integral loss function for Bayesian optimization 20 Aug 2014 · 0 repositories · arXiv:1408.4622
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Joint Hierarchical Gaussian Process Model with Application to Forecast in Medical Monitoring 20 Aug 2014 · 0 repositories · arXiv:1408.4660
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On solving Ordinary Differential Equations using Gaussian Processes 17 Aug 2014 · 0 repositories · arXiv:1408.3807
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Decentralized Data Fusion and Active Sensing with Mobile Sensors for Modeling and Predicting Spatiotemporal Traffic Phenomena 9 Aug 2014 · 0 repositories · arXiv:1408.2046
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Gaussian Process Structural Equation Models with Latent Variables 9 Aug 2014 · 0 repositories · arXiv:1408.2042
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Incorporating Side Information in Probabilistic Matrix Factorization with Gaussian Processes 9 Aug 2014 · 0 repositories · arXiv:1408.2039
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Automated Machine Learning on Big Data using Stochastic Algorithm Tuning 30 Jul 2014 · 0 repositories · arXiv:1407.7969
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Mind the Nuisance: Gaussian Process Classification using Privileged Noise 1 Jul 2014 · 0 repositories · arXiv:1407.0179
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A scaled gradient projection method for Bayesian learning in dynamical systems 25 Jun 2014 · 0 repositories · arXiv:1406.6603
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Freeze-Thaw Bayesian Optimization 16 Jun 2014 · 1 repository · arXiv:1406.3896Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
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Compressed Gaussian Process 7 Jun 2014 · 0 repositories · arXiv:1406.1916
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Functional Gaussian processes for regression with linear PDE models 29 May 2014 · 0 repositories · arXiv:1405.7569
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A Constrained Matrix-Variate Gaussian Process for Transposable Data 27 Apr 2014 · 0 repositories · arXiv:1404.6702
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Approximate Inference for Nonstationary Heteroscedastic Gaussian process Regression 22 Apr 2014 · 0 repositories · arXiv:1404.5443
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GP-Localize: Persistent Mobile Robot Localization using Online Sparse Gaussian Process Observation Model 21 Apr 2014 · 0 repositories · arXiv:1404.5165
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Surpassing Human-Level Face Verification Performance on LFW with GaussianFace 15 Apr 2014 · 0 repositories · arXiv:1404.3840
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Bayesian Multi-Scale Optimistic Optimization 27 Feb 2014 · 0 repositories · arXiv:1402.7005
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Manifold Gaussian Processes for Regression 24 Feb 2014 · 1 repository · arXiv:1402.5876
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Student-t Processes as Alternatives to Gaussian Processes 18 Feb 2014 · 0 repositories · arXiv:1402.4306
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Gaussian Process Volatility Model 13 Feb 2014 · 0 repositories · arXiv:1402.3085
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Variational Inference in Sparse Gaussian Process Regression and Latent Variable Models - a Gentle Tutorial 6 Feb 2014 · 0 repositories · arXiv:1402.1412
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Hilbert Space Methods for Reduced-Rank Gaussian Process Regression 21 Jan 2014 · 2 repositories · arXiv:1401.5508
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Efficient Informative Sensing using Multiple Robots 15 Jan 2014 · 0 repositories · arXiv:1401.3462
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GPS-ABC: Gaussian Process Surrogate Approximate Bayesian Computation 13 Jan 2014 · 0 repositories · arXiv:1401.2838
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Accelerating ABC methods using Gaussian processes 7 Jan 2014 · 0 repositories · arXiv:1401.1436
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Outlier robust system identification: a Bayesian kernel-based approach 21 Dec 2013 · 0 repositories · arXiv:1312.6317
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The Matrix Ridge Approximation: Algorithms and Applications 17 Dec 2013 · 0 repositories · arXiv:1312.4717
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Approximate Gaussian process inference for the drift function in stochastic differential equations 1 Dec 2013 · 0 repositories