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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Solving inverse problem of Markov chain with partial observations
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
More data speeds up training time in learning halfspaces over sparse vectors
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Regularized Spectral Clustering under the Degree-Corrected Stochastic Blockmodel
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Inference and Online Experimental Design for Mapping Neural Microcircuits
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online PCA for Contaminated Data
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sequential Transfer in Multi-armed Bandit with Finite Set of Models
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Predictive PAC Learning and Process Decompositions
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Optimizing Instructional Policies
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Locally Adaptive Bayesian Multivariate Time Series
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Message Passing Inference with Chemical Reaction Networks
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
It is all in the noise: Efficient multi-task Gaussian process inference with structured residuals
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Fantope Projection and Selection: A near-optimal convex relaxation of sparse PCA
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Spike train entropy-rate estimation using hierarchical Dirichlet process priors
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Multiple Models via Regularized Weighting
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough?
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
How to Hedge an Option Against an Adversary: Black-Scholes Pricing is Minimax Optimal
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Two-Target Algorithms for Infinite-Armed Bandits with Bernoulli Rewards
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Information-theoretic lower bounds for distributed statistical estimation with communication constraints
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI Analysis
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Eluder Dimension and the Sample Complexity of Optimistic Exploration
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
What do row and column marginals reveal about your dataset?
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptive Market Making via Online Learning
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning with Invariance via Linear Functionals on Reproducing Kernel Hilbert Space
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Small-Variance Asymptotics for Hidden Markov Models
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multi-Task Bayesian Optimization
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Distributed k-means and k-median clustering on general communication topologies
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Bloom Filters for Large MultiLabel Classification Tasks
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On Flat versus Hierarchical Classification in Large-Scale Taxonomies
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Regression-tree Tuning in a Streaming Setting
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Gaussian Process Conditional Copulas with Applications to Financial Time Series
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Mixture Modelling and Inference based Thompson Sampling in Monte-Carlo Tree Search
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
From Bandits to Experts: A Tale of Domination and Independence
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Inverse Density as an Inverse Problem: the Fredholm Equation Approach
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Thompson Sampling for 1-Dimensional Exponential Family Bandits
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Approximate Inference in Continuous Determinantal Processes
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multiclass Total Variation Clustering
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Unsupervised Structure Learning of Stochastic And-Or Grammars
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Statistical Active Learning Algorithms
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Probabilistic Principal Geodesic Analysis
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Latent Source Model for Nonparametric Time Series Classification
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Kernel Test for Three-Variable Interactions
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Designed Measurements for Vector Count Data
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Transfer Principal Component Analysis with Rank Constraints
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Efficient Optimization for Sparse Gaussian Process Regression
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Comparative Framework for Preconditioned Lasso Algorithms
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Non-strongly-convex smooth stochastic approximation with convergence rate O(1/n)
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Data-Driven Dynamic Programming
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
B-test: A Non-parametric, Low Variance Kernel Two-sample Test
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Which Space Partitioning Tree to Use for Search?
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Trading Computation for Communication: Distributed Stochastic Dual Coordinate Ascent
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Dirty Statistical Models
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Prior-free and prior-dependent regret bounds for Thompson Sampling
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
q-OCSVM: A q-Quantile Estimator for High-Dimensional Distributions
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Rapid Distance-Based Outlier Detection via Sampling
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Dynamic Clustering via Asymptotics of the Dependent Dirichlet Process Mixture
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Robust PCA via Stochastic Optimization
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Faster Ridge Regression via the Subsampled Randomized Hadamard Transform
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
New Subsampling Algorithms for Fast Least Squares Regression
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Using multiple samples to learn mixture models
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Variational Inference for Mahalanobis Distance Metrics in Gaussian Process Regression
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Variational Approximations to non-Exponential Family Change Point Models: With Application to Radar Tracking
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
One-shot learning and big data with n=2
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Summary Statistics for Partitionings and Feature Allocations
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Density estimation from unweighted k-nearest neighbor graphs: a roadmap
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
PAC-Bayes-Empirical-Bernstein Inequality
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
The Randomized Dependence Coefficient
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Latent Maximum Margin Clustering
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Lasso Screening Rules via Dual Polytope Projection
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Inference and Learning in Gaussian Process State-Space Models with Particle MCMC
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Low Rank Kernel Embeddings of Multivariate Distributions
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
The Fast Convergence of Incremental PCA
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptivity to Local Smoothness and Dimension in Kernel Regression
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sketching Structured Matrices for Faster Nonlinear Regression
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Linear decision rule as aspiration for simple decision heuristics
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Moment-based Uniform Deviation Bounds for $k$-means and Friends
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Kernels Using Local Rademacher Complexity
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multilinear Dynamical Systems for Tensor Time Series
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
k-Prototype Learning for 3D Rigid Structures
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
One-shot learning by inverting a compositional causal process
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Fast Algorithms for Gaussian Noise Invariant Independent Component Analysis
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sign Cauchy Projections and Chi-Square Kernel
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Synthesizing Robust Plans under Incomplete Domain Models
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Statistical analysis of coupled time series with Kernel Cross-Spectral Density operators.
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Submodular Optimization with Submodular Cover and Submodular Knapsack Constraints
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization
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Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Error-Minimizing Estimates and Universal Entry-Wise Error Bounds for Low-Rank Matrix Completion
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