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Volume 38: Artificial Intelligence and Statistics, 9-12 May 2015, San Diego, California, USA
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Editors: Guy Lebanon, S. V. N. Vishwanathan
Nonparametric Bayesian Factor Analysis for Dynamic Count Matrices
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1-9
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Parameter Estimation of Generalized Linear Models without Assuming their Link Function
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:10-18
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Spectral Gap Error Bounds for Improving CUR Matrix Decomposition and the Nyström Method
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:19-27
Global Multi-armed Bandits with Hölder Continuity
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:28-36
Efficient Sparse Clustering of High-Dimensional Non-spherical Gaussian Mixtures
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:37-45
Unifying Local Consistency and MAX SAT Relaxations for Scalable Inference with Rounding Guarantees
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:46-55
Near-optimal max-affine estimators for convex regression
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:56-64
Convex Multi-Task Learning by Clustering
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:65-73
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Gaussian Processes for Bayesian hypothesis tests on regression functions
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:74-82
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Sparse Solutions to Nonnegative Linear Systems and Applications
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:83-92
Generalized Linear Models for Aggregated Data
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:93-101
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Accurate and conservative estimates of MRF log-likelihood using reverse annealing
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:102-110
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Stochastic Spectral Descent for Restricted Boltzmann Machines
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:111-119
Implementable confidence sets in high dimensional regression
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:120-128
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Online Ranking with Top-1 Feedback
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:129-137
One-bit Compressed Sensing with the k-Support Norm
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:138-146
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Efficient Second-Order Gradient Boosting for Conditional Random Fields
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:147-155
Filtered Search for Submodular Maximization with Controllable Approximation Bounds
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:156-164
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Predictive Inverse Optimal Control for Linear-Quadratic-Gaussian Systems
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:165-173
Exact Bayesian Learning of Ancestor Relations in Bayesian Networks
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:174-182
Model Selection for Topic Models via Spectral Decomposition
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:183-191
The Loss Surfaces of Multilayer Networks
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:192-204
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Averaged Least-Mean-Squares: Bias-Variance Trade-offs and Optimal Sampling Distributions
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:205-213
A Topic Modeling Approach to Ranking
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:214-222
A totally unimodular view of structured sparsity
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:223-231
Back to the Past: Source Identification in Diffusion Networks from Partially Observed Cascades
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:232-240
Graph Approximation and Clustering on a Budget
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:241-249
A Sufficient Statistics Construction of Exponential Family Lévy Measure Densities for Nonparametric Conjugate Models
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:250-258
Computational Complexity of Linear Large Margin Classification With Ramp Loss
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:259-267
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Learning Deep Sigmoid Belief Networks with Data Augmentation
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:268-276
Efficient Estimation of Mutual Information for Strongly Dependent Variables
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:277-286
On Anomaly Ranking and Excess-Mass Curves
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:287-295
Modeling Skill Acquisition Over Time with Sequence and Topic Modeling
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:296-305
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Consistent Collective Matrix Completion under Joint Low Rank Structure
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:306-314
The Bayesian Echo Chamber: Modeling Social Influence via Linguistic Accommodation
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:315-323
Preserving Privacy of Continuous High-dimensional Data with Minimax Filters
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:324-332
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A Consistent Method for Graph Based Anomaly Localization
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:333-341
Metric recovery from directed unweighted graphs
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:342-350
Scalable Variational Gaussian Process Classification
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:351-360
Stochastic Structured Variational Inference
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:361-369
Reliable and Scalable Variational Inference for the Hierarchical Dirichlet Process
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:370-378
Cross-domain recommendation without shared users or items by sharing latent vector distributions
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:379-387
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Submodular Point Processes with Applications to Machine learning
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:388-397
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Online Optimization : Competing with Dynamic Comparators
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:398-406
Estimating the accuracies of multiple classifiers without labeled data
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:407-415
Sparse Dueling Bandits
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:416-424
Consensus Message Passing for Layered Graphical Models
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:425-433
Robust Cost Sensitive Support Vector Machine
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:434-443
On Approximate Non-submodular Minimization via Tree-Structured Supermodularity
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:444-452
Sparse Submodular Probabilistic PCA
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:453-461
Latent feature regression for multivariate count data
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:462-470
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Dimensionality estimation without distances
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:471-479
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A Bayes consistent 1-NN classifier
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:480-488
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DART: Dropouts meet Multiple Additive Regression Trees
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:489-497
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On Estimating L_2^2 Divergence
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:498-506
Tensor Factorization via Matrix Factorization
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:507-516
Low-Rank Spectral Learning with Weighted Loss Functions
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:517-525
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Symmetric Iterative Proportional Fitting
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:526-534
Tight Regret Bounds for Stochastic Combinatorial Semi-Bandits
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:535-543
Sequential Kernel Herding: Frank-Wolfe Optimization for Particle Filtering
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:544-552
Particle Gibbs for Bayesian Additive Regression Trees
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:553-561
Deeply-Supervised Nets
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:562-570
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Preferential Attachment in Graphs with Affinities
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:571-580
Bayesian Hierarchical Clustering with Exponential Family: Small-Variance Asymptotics and Reducibility
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:581-589
Modelling Policies in MDPs in Reproducing Kernel Hilbert Space
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:590-598
Scalable Optimization of Randomized Operational Decisions in Adversarial Classification Settings
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:599-607
Toward Minimax Off-policy Value Estimation
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:608-616
Compressed Sensing with Very Sparse Gaussian Random Projections
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:617-625
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Max-Margin Zero-Shot Learning for Multi-class Classification
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:626-634
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Conditional Restricted Boltzmann Machines for Multi-label Learning with Incomplete Labels
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:635-643
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Sparsistency of \ell_1-Regularized M-Estimators
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:644-652
Similarity Learning for High-Dimensional Sparse Data
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:653-662
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Tradeoffs for Space, Time, Data and Risk in Unsupervised Learning
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:663-671
Active Pointillistic Pattern Search
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:672-680
The Security of Latent Dirichlet Allocation
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:681-689
A Spectral Algorithm for Inference in Hidden semi-Markov Models
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:690-698
Efficient Training of Structured SVMs via Soft Constraints
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:699-707
Variance Reduction via Antithetic Markov Chains
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:708-716
Fast Function to Function Regression
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:717-725
Reactive bandits with attitude
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:726-734
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Feature Selection for Linear SVM with Provable Guarantees
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:735-743
On Theoretical Properties of Sum-Product Networks
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:744-752
Robust sketching for multiple square-root LASSO problems
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:753-761
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Deep Exponential Families
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:762-771
On the High Dimensional Power of a Linear-Time Two Sample Test under Mean-shift Alternatives
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:772-780
A Scalable Algorithm for Structured Kernel Feature Selection
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:781-789
Learning Efficient Anomaly Detectors from K-NN Graphs
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:790-799
Gamma Processes, Stick-Breaking, and Variational Inference
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:800-808
Direct Density-Derivative Estimation and Its Application in KL-Divergence Approximation
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:809-818
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Non-Uniform Stochastic Average Gradient Method for Training Conditional Random Fields
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:819-828
Sensor Selection for Crowdsensing Dynamical Systems
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:829-837
A Rate of Convergence for Mixture Proportion Estimation, with Application to Learning from Noisy Labels
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:838-846
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Inference of Cause and Effect with Unsupervised Inverse Regression
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:847-855
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Estimation from Pairwise Comparisons: Sharp Minimax Bounds with Topology Dependence
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:856-865
Exploiting Symmetries to Construct Efficient MCMC Algorithms With an Application to SLAM
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:866-874
Learning Where to Sample in Structured Prediction
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:875-884
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State Space Methods for Efficient Inference in Student-t Process Regression
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:885-893
Learning from Data with Heterogeneous Noise using SGD
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:894-902
Data modeling with the elliptical gamma distribution
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:903-911
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WASP: Scalable Bayes via barycenters of subset posteriors
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:912-920
Calibration of conditional composite likelihood for Bayesian inference on Gibbs random fields
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:921-929
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A Dirichlet Process Mixture Model for Spherical Data
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:930-938
Inferring Block Structure of Graphical Models in Exponential Families
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:939-947
Two-stage sampled learning theory on distributions
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:948-957
Predicting Preference Reversals via Gaussian Process Uncertainty Aversion
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:958-967
Streaming Variational Inference for Bayesian Nonparametric Mixture Models
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:968-976
Missing at Random in Graphical Models
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:977-985
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Particle Gibbs with Ancestor Sampling for Probabilistic Programs
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:986-994
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Learning of Non-Parametric Control Policies with High-Dimensional State Features
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:995-1003
Maximally Informative Hierarchical Representations of High-Dimensional Data
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1004-1012
Falling Rule Lists
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1013-1022
Multi-Manifold Modeling in Non-Euclidean spaces
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1023-1032
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Column Subset Selection with Missing Data via Active Sampling
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1033-1041
Trend Filtering on Graphs
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1042-1050
A Greedy Homotopy Method for Regression with Nonconvex Constraints
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1051-1060
Revisiting the Limits of MAP Inference by MWSS on Perfect Graphs
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1061-1069
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Understanding and Evaluating Sparse Linear Discriminant Analysis
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1070-1078
Stochastic Block Transition Models for Dynamic Networks
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1079-1087
Majorization-Minimization for Manifold Embedding
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1088-1097
A la Carte – Learning Fast Kernels
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1098-1106
Minimizing Nonconvex Non-Separable Functions
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1107-1115
A Simple Homotopy Algorithm for Compressive Sensing
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1116-1124
Scalable Nonparametric Multiway Data Analysis
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1125-1134
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Infinite Edge Partition Models for Overlapping Community Detection and Link Prediction
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1135-1143
Power-Law Graph Cuts
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1144-1152
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The Log-Shift Penalty for Adaptive Estimation of Multiple Gaussian Graphical Models
; Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, PMLR 38:1153-1161
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