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Volume 15: Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, 11-13 April 2011, Fort Lauderdale, FL, USA
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Editors: Geoffrey Gordon, David Dunson, Miroslav Dudík
Preface
Preface
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:1-2
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Part I: Notable Papers
Learning equivalence classes of acyclic models with latent and selection variables from multiple datasets with overlapping variables
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:3-15
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Discussion of “Learning Equivalence Classes of Acyclic Models with Latent and Selection Variables from Multiple Datasets with Overlapping Variables”
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:16-18
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Contextual Bandit Algorithms with Supervised Learning Guarantees
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:19-26
;Discussion of “Contextual Bandit Algorithms with Supervised Learning Guarantees”
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:27-28
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The Neural Autoregressive Distribution Estimator
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:29-37
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Discussion of “The Neural Autoregressive Distribution Estimator”
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:38-39
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Learning Scale Free Networks by Reweighted $\ell_1$ regularization
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:40-48
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Discussion of “Learning Scale Free Networks by Reweighted $\ell_1$ regularization”
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:49-50
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Spectral Dimensionality Reduction via Maximum Entropy
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:51-59
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Discussion of “Spectral Dimensionality Reduction via Maximum Entropy”
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:60-62
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A conditional game for comparing approximations
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:63-71
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Discussion of “A conditional game for comparing approximations”
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:72-73
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The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:74-82
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Discussion of “The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling”
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:83-84
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Part II: Regular Papers
Generative Kernels for Exponential Families
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:85-92
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Linear-Time Estimators for Propensity Scores
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:93-100
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Online Inference for the Infinite Topic-Cluster Model: Storylines from Streaming Text
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:101-109
;Polytope samplers for inference in ill-posed inverse problems
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:110-118
;Dynamic Policy Programming with Function Approximation
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:119-127
;Statistical Optimization of Non-Negative Matrix Factorization
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:128-136
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Unsupervised Supervised Learning II: Margin-Based Classification without Labels
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:137-145
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Tighter Relaxations for MAP-MRF Inference: A Local Primal-Dual Gap based Separation Algorithm
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:146-154
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Active Diagnosis under Persistent Noise with Unknown Noise Distribution: A Rank-Based Approach
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:155-163
;Deep Learners Benefit More from Out-of-Distribution Examples
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:164-172
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Domain Adaptation with Coupled Subspaces
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:173-181
;Relative Entropy Inverse Reinforcement Learning
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:182-189
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Switch-Reset Models : Exact and Approximate Inference
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:190-198
;Concave Gaussian Variational Approximations for Inference in Large-Scale Bayesian Linear Models
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:199-207
;Contextual Bandits with Linear Payoff Functions
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:208-214
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An Analysis of Single-Layer Networks in Unsupervised Feature Learning
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:215-223
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Deep Learning for Efficient Discriminative Parsing
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:224-232
;A Spike and Slab Restricted Boltzmann Machine
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:233-241
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Optimal and Robust Price Experimentation: Learning by Lottery
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:242-250
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Bagged Structure Learning of Bayesian Network
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:251-259
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Active Clustering: Robust and Efficient Hierarchical Clustering using Adaptively Selected Similarities
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:260-268
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A novel greedy algorithm for Nyström approximation
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:269-277
;Revisiting MAP Estimation, Message Passing and Perfect Graphs
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:278-286
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A Dynamic Relational Infinite Feature Model for Longitudinal Social Networks
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:287-295
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Block-sparse Solutions using Kernel Block RIP and its Application to Group Lasso
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:296-304
;Learning from positive and unlabeled examples by enforcing statistical significance
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:305-314
;Deep Sparse Rectifier Neural Networks
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:315-323
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Parallel Gibbs Sampling: From Colored Fields to Thin Junction Trees
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:324-332
;Multiscale Community Blockmodel for Network Exploration
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:333-341
;Evolving Cluster Mixed-Membership Blockmodel for Time-Evolving Networks
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:342-350
;Optimal Distributed Market-Based Planning for Multi-Agent Systems with Shared Resources
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:351-360
;Fast $b$-matching via Sufficient Selection Belief Propagation
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:361-369
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Improved Loss Bounds For Multiple Kernel Learning
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:370-377
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On Learning Discrete Graphical Models using Group-Sparse Regularization
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:378-387
;Convergent Decomposition Solvers for Tree-reweighted Free Energies
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:388-398
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Convex envelopes of complexity controlling penalties: the case against premature envelopment
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:399-406
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On Time Varying Undirected Graphs
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:407-415
;Approximate inference for the loss-calibrated Bayesian
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:416-424
;Robust Bayesian Matrix Factorisation
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:425-433
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Confidence Weighted Mean Reversion Strategy for On-Line Portfolio Selection
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:434-442
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Bayesian Hierarchical Cross-Clustering
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:443-451
;Group Orthogonal Matching Pursuit for Logistic Regression
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:452-460
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A Fast Algorithm for Recovery of Jointly Sparse Vectors based on the Alternating Direction Methods
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:461-469
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Learning Class-relevant Features and Class-irrelevant Features via a Hybrid third-order RBM
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:470-478
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Hidden-Unit Conditional Random Fields
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:479-488
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Learning mixtures of Gaussians with maximum-a-posteriori oracle
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:489-497
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CAKE: Convex Adaptive Kernel Density Estimation
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:498-506
;Online Learning of Structured Predictors with Multiple Kernels
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:507-515
;Estimating beta-mixing coefficients
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:516-524
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Follow-the-Regularized-Leader and Mirror Descent: Equivalence Theorems and L1 Regularization
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:525-533
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Can matrix coherence be efficiently and accurately estimated?
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:534-542
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TopicFlow Model: Unsupervised Learning of Topic-specific Influences of Hyperlinked Documents
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:543-551
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Dimensionality Reduction for Spectral Clustering
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:552-560
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Maximum Volume Clustering
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:561-569
;Adaptive Bandits: Towards the best history-dependent strategy
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:570-578
;Generative Modeling for Maximizing Precision and Recall in Information Visualization
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:579-587
;Faithfulness in Chain Graphs: The Gaussian Case
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:588-599
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Directional Statistics on Permutations
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:600-608
;On the Estimation of $\alpha$-Divergences
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:609-617
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On NDCG Consistency of Listwise Ranking Methods
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:618-626
;A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:627-635
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Improved Regret Guarantees for Online Smooth Convex Optimization with Bandit Feedback
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:636-642
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Online Learning of Multiple Tasks and Their Relationships
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:643-651
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Fast Convergent Algorithms for Expectation Propagation Approximate Bayesian Inference
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:652-660
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Spectral Clustering on a Budget
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:661-669
;Mixed Cumulative Distribution Networks
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:670-678
;Asymptotic Theory for Linear-Chain Conditional Random Fields
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:679-687
;Assisting Main Task Learning by Heterogeneous Auxiliary Tasks with Applications to Skin Cancer Screening
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:688-697
;Spectral Chinese Restaurant Processes: Nonparametric Clustering Based on Similarities
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:698-706
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Kernel Belief Propagation
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:707-715
;Machine Learning Markets
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:716-724
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Empirical Risk Minimization of Graphical Model Parameters Given Approximate Inference, Decoding, and Model Structure
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:725-733
;Estimating Probabilities in Recommendation Systems
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:734-742
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Active Boosted Learning (ActBoost)
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:743-751
;Online Variational Inference for the Hierarchical Dirichlet Process
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:752-760
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Information Theoretical Clustering via Semidefinite Programming
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:761-769
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Lightweight Implementations of Probabilistic Programming Languages Via Transformational Compilation
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:770-778
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Relational Learning with One Network: An Asymptotic Analysis
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:779-788
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Hierarchical Probabilistic Models for Group Anomaly Detection
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:789-797
;Multicore Gibbs Sampling in Dense, Unstructured Graphs
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:798-806
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Cross-Domain Object Matching with Model Selection
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:807-815
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The Sample Complexity of Self-Verifying Bayesian Active Learning
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:816-822
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Bridging the Language Gap: Topic Adaptation for Documents with Different Technicality
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:823-831
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Efficient variable selection in support vector machines via the alternating direction method of multipliers
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:832-840
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A Finite Newton Algorithm for Non-degenerate Piecewise Linear Systems
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:841-854
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An Instantiation-Based Theorem Prover for First-Order Programming
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:855-863
;Generalization Bound for Infinitely Divisible Empirical Process
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:864-872
;Multi-Label Output Codes using Canonical Correlation Analysis
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:873-882
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Dependent Hierarchical Beta Process for Image Interpolation and Denoising
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:883-891
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Semi-supervised Learning by Higher Order Regularization
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:892-900
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Error Analysis of Laplacian Eigenmaps for Semi-supervised Learning
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:901-908
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Two-Layer Multiple Kernel Learning
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, PMLR 15:909-917
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