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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Visual Recognition using Embedded Feature Selection for Curvature Self-Similarity
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Augmented-SVM: Automatic space partitioning for combining multiple non-linear dynamics
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multilabel Classification using Bayesian Compressed Sensing
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bayesian Pedigree Analysis using Measure Factorization
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Weighted Likelihood Policy Search with Model Selection
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A new metric on the manifold of kernel matrices with application to matrix geometric means
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A latent factor model for highly multi-relational data
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Discriminative Learning of Sum-Product Networks
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Hierarchical spike coding of sound
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
On the (Non-)existence of Convex, Calibrated Surrogate Losses for Ranking
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Distributed Probabilistic Learning for Camera Networks with Missing Data
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Near Optimal Chernoff Bounds for Markov Decision Processes
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Simultaneously Leveraging Output and Task Structures for Multiple-Output Regression
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Mixability in Statistical Learning
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Dimensionality Dependent PAC-Bayes Margin Bound
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Probabilistic Event Cascades for Alzheimer's disease
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Transferring Expectations in Model-based Reinforcement Learning
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Priors for Diversity in Generative Latent Variable Models
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A nonparametric variable clustering model
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Clustering Sparse Graphs
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Poster
Wed Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah’s Special Events Center 2nd Floor
Identifiability and Unmixing of Latent Parse Trees
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multiclass Learning Approaches: A Theoretical Comparison with Implications
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Kernel Hyperalignment
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Near-Optimal MAP Inference for Determinantal Point Processes
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Unifying Perspective of Parametric Policy Search Methods for Markov Decision Processes
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Neural Autoregressive Topic Model
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Truly Nonparametric Online Variational Inference for Hierarchical Dirichlet Processes
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Poster
Wed Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah’s Special Events Center 2nd Floor
Modelling Reciprocating Relationships with Hawkes processes
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Ancestor Sampling for Particle Gibbs
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Regularized Off-Policy TD-Learning
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Augment-and-Conquer Negative Binomial Processes
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A mechanistic model of early sensory processing based on subtracting sparse representations
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Adaptive Learning of Smoothing Functions: Application to Electricity Load Forecasting
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Label Ranking with Partial Abstention based on Thresholded Probabilistic Models
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Confusion-Based Online Learning and a Passive-Aggressive Scheme
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Symmetric Correspondence Topic Models for Multilingual Text Analysis
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Affine Independent Variational Inference
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Sketch-Based Linear Value Function Approximation
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Scalable Inference of Overlapping Communities
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Optimal Neural Tuning Curves for Arbitrary Stimulus Distributions: Discrimax, Infomax and Minimum $L_p$ Loss
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
No voodoo here! Learning discrete graphical models via inverse covariance estimation
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Mirror Descent Meets Fixed Share (and feels no regret)
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Minimax Multi-Task Learning and a Generalized Loss-Compositional Paradigm for MTL
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
On Triangular versus Edge Representations --- Towards Scalable Modeling of Networks
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Linear Time Active Learning Algorithm for Link Classification
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Fiedler Random Fields: A Large-Scale Spectral Approach to Statistical Network Modeling
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Majorization for CRFs and Latent Likelihoods
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
No-Regret Algorithms for Unconstrained Online Convex Optimization
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Relax and Randomize : From Value to Algorithms
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Feature-aware Label Space Dimension Reduction for Multi-label Classification
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multiclass Learning with Simplex Coding
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bayesian nonparametric models for ranked data
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Communication-Efficient Algorithms for Statistical Optimization
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability Space
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Co-Regularized Hashing for Multimodal Data
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Graphical Models via Generalized Linear Models
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Factorial LDA: Sparse Multi-Dimensional Text Models
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Spectral Algorithm for Latent Dirichlet Allocation
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
High-Order Multi-Task Feature Learning to Identify Longitudinal Phenotypic Markers for Alzheimer Disease Progression Prediction
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Large Scale Distributed Deep Networks
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Marginalized Particle Gaussian Process Regression
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Unsupervised Structure Discovery for Semantic Analysis of Audio
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning Mixtures of Tree Graphical Models
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
The variational hierarchical EM algorithm for clustering hidden Markov models.
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Best Arm Identification: A Unified Approach to Fixed Budget and Fixed Confidence
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Distributed Non-Stochastic Experts
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Topology Constraints in Graphical Models
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Variational Inference for Crowdsourcing
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
MCMC for continuous-time discrete-state systems
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Efficient high dimensional maximum entropy modeling via symmetric partition functions
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Poster
Wed Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah’s Special Events Center 2nd Floor
Structured learning of Gaussian graphical models
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Privacy Aware Learning
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Probabilistic Topic Coding for Superset Label Learning
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning as MAP Inference in Discrete Graphical Models
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
FastEx: Fast Clustering with Exponential Families
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Truncation-free Online Variational Inference for Bayesian Nonparametric Models
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Human memory search as a random walk in a semantic network
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning Invariant Representations of Molecules for Atomization Energy Prediction
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Context-Sensitive Decision Forests for Object Detection
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Proper losses for learning from partial labels
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Automatic Feature Induction for Stagewise Collaborative Filtering
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Locating Changes in Highly Dependent Data with Unknown Number of Change Points
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Nonparametric Bayesian Inverse Reinforcement Learning for Multiple Reward Functions
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multi-task Vector Field Learning
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Classification Calibration Dimension for General Multiclass Losses
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning Networks of Heterogeneous Influence
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Random Utility Theory for Social Choice: Theory and Algorithms
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Dynamic Pruning of Factor Graphs for Maximum Marginal Prediction
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Mandatory Leaf Node Prediction in Hierarchical Multilabel Classification
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Local Supervised Learning through Space Partitioning
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Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Super-Bit Locality-Sensitive Hashing
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