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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Stochastic Inverses
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Compressive Feature Learning
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Model Selection for High-Dimensional Regression under the Generalized Irrepresentability Condition
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Hierarchical Modular Optimization of Convolutional Networks Achieves Representations Similar to Macaque IT and Human Ventral Stream
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning and using language via recursive pragmatic reasoning about other agents
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Efficient Exploration and Value Function Generalization in Deterministic Systems
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
An Approximate, Efficient LP Solver for LP Rounding
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
(Nearly) Optimal Algorithms for Private Online Learning in Full-information and Bandit Settings
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Modeling Overlapping Communities with Node Popularities
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Estimation, Optimization, and Parallelism when Data is Sparse
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Σ-Optimality for Active Learning on Gaussian Random Fields
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Generalized Method-of-Moments for Rank Aggregation
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Cluster Trees on Manifolds
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Curvature and Optimal Algorithms for Learning and Minimizing Submodular Functions
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptive Submodular Maximization in Bandit Setting
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian inference for low rank spatiotemporal neural receptive fields
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Deep content-based music recommendation
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Stability-based Validation Procedure for Differentially Private Machine Learning
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Learning in Markov Decision Processes with Adversarially Chosen Transition Probability Distributions
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Relevance Topic Model for Unstructured Social Group Activity Recognition
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Scalable Inference for Logistic-Normal Topic Models
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Aggregating Optimistic Planning Trees for Solving Markov Decision Processes
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Embed and Project: Discrete Sampling with Universal Hashing
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Linear Convergence with Condition Number Independent Access of Full Gradients
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Similarity Component Analysis
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
The Power of Asymmetry in Binary Hashing
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Reflection methods for user-friendly submodular optimization
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Spectral methods for neural characterization using generalized quadratic models
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sensor Selection in High-Dimensional Gaussian Trees with Nuisances
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust learning of low-dimensional dynamics from large neural ensembles
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Efficient Algorithm for Privately Releasing Smooth Queries
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Learning of Dynamic Parameters in Social Networks
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Speedup Matrix Completion with Side Information: Application to Multi-Label Learning
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Buy-in-Bulk Active Learning
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Fast Determinantal Point Process Sampling with Application to Clustering
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Contrastive Learning Using Spectral Methods
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Minimax Theory for High-dimensional Gaussian Mixtures with Sparse Mean Separation
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On the Sample Complexity of Subspace Learning
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Approximate Gaussian process inference for the drift function in stochastic differential equations
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Graphical Transformation for Belief Propagation: Maximum Weight Matchings and Odd-Sized Cycles
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Solving the multi-way matching problem by permutation synchronization
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multiscale Dictionary Learning for Estimating Conditional Distributions
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Streaming Variational Bayes
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Pass-efficient unsupervised feature selection
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning to Prune in Metric and Non-Metric Spaces
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online learning in episodic Markovian decision processes by relative entropy policy search
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Manifold-based Similarity Adaptation for Label Propagation
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Local Privacy and Minimax Bounds: Sharp Rates for Probability Estimation
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
EDML for Learning Parameters in Directed and Undirected Graphical Models
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Active Learning for Probabilistic Hypotheses Using the Maximum Gibbs Error Criterion
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Computing the Stationary Distribution Locally
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Convex Tensor Decomposition via Structured Schatten Norm Regularization
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Chordal Markov Networks by Constraint Satisfaction
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On Sampling from the Gibbs Distribution with Random Maximum A-Posteriori Perturbations
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sparse nonnegative deconvolution for compressive calcium imaging: algorithms and phase transitions
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Estimation of Latently-grouped Parameters in Undirected Graphical Models
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Memoized Online Variational Inference for Dirichlet Process Mixture Models
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Prices for Repeated Auctions with Strategic Buyers
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Confidence Intervals and Hypothesis Testing for High-Dimensional Statistical Models
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Stochastic Convex Optimization with Multiple Objectives
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Marginals-to-Models Reducibility
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Convex Relaxations for Permutation Problems
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
When in Doubt, SWAP: High-Dimensional Sparse Recovery from Correlated Measurements
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Estimating LASSO Risk and Noise Level
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Supervised Sparse Analysis and Synthesis Operators
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Probabilistic Low-Rank Matrix Completion with Adaptive Spectral Regularization Algorithms
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Gang of Bandits
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Low-Rank Matrix and Tensor Completion via Adaptive Sampling
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Latent Structured Active Learning
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On the Linear Convergence of the Proximal Gradient Method for Trace Norm Regularization
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Mixed Optimization for Smooth Functions
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Projecting Ising Model Parameters for Fast Mixing
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Blind Calibration in Compressed Sensing using Message Passing Algorithms
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A message-passing algorithm for multi-agent trajectory planning
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Auditing: Active Learning with Outcome-Dependent Query Costs
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Better Approximation and Faster Algorithm Using the Proximal Average
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Scalable Approach to Probabilistic Latent Space Inference of Large-Scale Networks
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Correlated random features for fast semi-supervised learning
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Least Informative Dimensions
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Improved and Generalized Upper Bounds on the Complexity of Policy Iteration
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Accelerated Mini-Batch Stochastic Dual Coordinate Ascent
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Accelerating Stochastic Gradient Descent using Predictive Variance Reduction
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Optimal Neural Population Codes for High-dimensional Stimulus Variables
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Polar Operators for Structured Sparse Estimation
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian optimization explains human active search
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Generalized Random Utility Models with Multiple Types
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Poster
Thu Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Data-driven Distributionally Robust Polynomial Optimization
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