Sessions
109 Videos · Sep 6, 2011
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Videos
Classification & Prediction
Compact Coding for Hyperplane Classifiers in Heterogeneous Environment
Oct 3, 2011
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3096 views
Differentiating Code from Data in x86 Binaries
Oct 3, 2011
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3088 views
On the Stratification of Multi-Label Data
Oct 3, 2011
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4598 views
Learning Monotone Nonlinear Models using the Choquet Integral
Oct 3, 2011
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4859 views
Focused Multi-task Learning Using Gaussian Processes
Oct 3, 2011
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2759 views
Classification & Bayesian Networks
A Robust Ranking Methodology based on Diverse Calibration of AdaBoost
Oct 3, 2011
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3153 views
Efficiently approximating Markov tree bagging for high-dimensional density estim...
Oct 3, 2011
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2396 views
ShareBoost: Boosting for Multi-View Learning with Performance Guarantees
Oct 3, 2011
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3202 views
Ancestor Relations in the Presence of Unobserved Variables
Oct 3, 2011
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2683 views
A boosting approach to multiview classification with cooperation
Oct 3, 2011
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3375 views
Clustering
Clustering Rankings in the Fourier Domain
Oct 3, 2011
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2578 views
Is there a best quality metric for graph clusters?
Oct 3, 2011
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3473 views
The Minimum Code Length for Clustering Using the Gray Code
Oct 3, 2011
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2534 views
Fast approximate text document clustering using Compressive Sampling
Oct 3, 2011
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3728 views
α-Clusterable Sets
Oct 3, 2011
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3431 views
Learning from Social and Information Networks I
Influence and Passivity in Social Media
Oct 3, 2011
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2911 views
Peer and Authority Pressure in Information-Propagation Models
Oct 3, 2011
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3218 views
Learning Recommendations in Social Media Systems By Weighting Multiple Relations
Oct 3, 2011
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2836 views
A Shapley value Approach for Influence Attribution
Oct 3, 2011
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2938 views
Learning from Social and Information Networks II
Graph Evolution via Social Diffusion Processes
Oct 3, 2011
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2933 views
Mining Research Topic-related Influence between Academia and Industry
Oct 3, 2011
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2643 views
Toward a Fair Review-Management System
Oct 3, 2011
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2463 views
Learning to Infer Social Ties in Large Network
Oct 3, 2011
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3325 views
A Community-Based Pseudolikelihood Approach for Relationship Labeling in Social ...
Oct 3, 2011
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2846 views
Graphical & Hidden Markov Models
Common Substructure Learning of Multiple Graphical Gaussian Models
Oct 3, 2011
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2873 views
A Spectral Learning Algorithm for Finite State Transducers
Oct 3, 2011
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2856 views
Restricted Deep Belief Networks for Multi-View Learning
Oct 3, 2011
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3265 views
Fourier-Information Duality in the Identity Management Problem
Oct 3, 2011
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2799 views
An Alternating Direction Method for Dual MAP LP Relaxation
Oct 3, 2011
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3289 views
Supervised Learning II
Regularized Sparse Kernel Slow Feature Analysis
Oct 3, 2011
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2892 views
Building Sparse Support Vector Machines for Multi-Instance Classification
Oct 3, 2011
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3067 views
PerTurbo: a new classification algorithm based on the spectrum perturbations of ...
Oct 3, 2011
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3285 views
Fast Support Vector Machines for Structural Kernels
Oct 3, 2011
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3121 views
Kernels for Link Prediction with Latent Feature Models
Oct 3, 2011
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3307 views
Feature Selection, Extraction, and Construction
Fast projections onto l1,q-norm balls for grouped feature selection
Oct 3, 2011
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3232 views
A Novel Stability based Feature Selection Framework for k-means Clustering
Oct 3, 2011
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3294 views
Feature Selection for Transfer Learning
Oct 3, 2011
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1428 views
Feature Selection Stability Assessment based on the Jensen-Shannon Divergence
Oct 3, 2011
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3260 views
Frequent Sets and Patterns
Constrained Logistic Regression for Discriminative Pattern Mining
Nov 29, 2011
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2998 views
Non-Redundant Subgroup Discovery in Large and Complex Data
Nov 29, 2011
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2919 views
Fast and Memory-Efficient Discovery of the Top-k Relevant Subgroups in a Reduced...
Nov 29, 2011
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2734 views
Efficient Mining of Top Correlated Patterns Based on Null-Invariant Measures
Nov 29, 2011
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3174 views
Active and Online learning
Discriminative Experimental Design
Nov 29, 2011
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2678 views
Active learning with evolving streaming data
Nov 29, 2011
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3589 views
Manifold Coarse Graining for Online Semi-Supervised Learning
Nov 29, 2011
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3263 views
Frequency-aware Truncated methods for Sparse Online Learning
Nov 29, 2011
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2816 views
Online Structure Learning for Markov Logic Networks
Nov 29, 2011
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3334 views
Applications of Data Mining
PTMSearch: a Greedy Tree Traversal Algorithm for f inding Protein Post-Translati...
Nov 30, 2011
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2719 views
Resource-Aware On-Line RFID Localization Using Proximity Data
Nov 30, 2011
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2225 views
Image Classification for Age-related Macular Degeneration Screening using Hierar...
Nov 30, 2011
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2781 views
Label Noise-Tolerant Hidden Markov Models for Segmentation: Application to ECGs
Nov 30, 2011
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2739 views
A Novel Framework for Locating Software Faults Using Latent Divergences
Nov 30, 2011
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2638 views
Ensemble Learning
Multi-Label Ensemble Learning
Nov 30, 2011
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3388 views
On oblique random forests
Nov 30, 2011
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5703 views
Tracking Concept Change with Incremental Boosting by Minimization of the Evolvin...
Nov 30, 2011
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3349 views
Aggregating Independent and Dependent Models to Learn Multi-label Classifiers
Nov 30, 2011
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3555 views
Novel Fusion Methods for Pattern Recognition
Nov 30, 2011
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3247 views
Matrix and Tensor Analysis
Link prediction via matrix factorization
Nov 30, 2011
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4841 views
Generalized Dictionary Learning for Symmetric Positive Definite Matrices with Ap...
Nov 30, 2011
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3791 views
Multi-Subspace Representation and Discovery
Nov 30, 2011
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3432 views
Bayesian Matrix Co-Factorization: Variational Algorithm and Cramér-Rao Bound
Nov 30, 2011
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3189 views
Learning from Time Series Data
Artemis: Assessing the Similarity of Event-interval Sequences
Nov 30, 2011
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2845 views
ShiftTree: an Interpretable Model-Based Approach for Time Series Classification
Nov 30, 2011
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3473 views
Discovering Temporal Bisociations for Linking Concepts over Time
Nov 30, 2011
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2024 views
Motion segmentation by a model-based clustering approach of incomplete trajector...
Nov 30, 2011
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2834 views
Spectral Clustering and Graph Mining
Privacy Preserving Semi-Supervised Learning for Labeled Graphs
Nov 30, 2011
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3016 views
DB-CSC: A density-based approach for subspace clustering in graphs with feature ...
Nov 30, 2011
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3030 views
Parallel Structural Graph Clustering
Nov 30, 2011
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3173 views
Eigenvector Sensitive Feature Selection For Spectral Clustering
Nov 30, 2011
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3490 views
Unifying Guilt-by-Association Approaches: Theorems and Fast Algorithms
Nov 30, 2011
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2818 views
Data Mining Theory and Foundations
The VC-Dimension of SQL Queries and Selectivity Estimation Through Sampling
Nov 30, 2011
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2784 views
Active Supervised Domain Adaptation
Nov 30, 2011
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2653 views
Learning Good Edit Similarities with Generalization Guarantees
Nov 30, 2011
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2724 views
Smooth Receiver Operating Characteristics (smROC) Curves
Nov 30, 2011
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2501 views
Comparing Apples and Oranges - Measuring Differences between Data Mining Results
Nov 30, 2011
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3295 views
Relational learning and Inductive Logic Programming
Learning First-Order Definite Theories via Object-Based Queries
Nov 30, 2011
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2516 views
Abductive Plan Recognition by Extending Bayesian Logic Programs
Nov 30, 2011
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2849 views
Learning the Parameters of Probabilistic Logic Programs from Interpretations
Nov 30, 2011
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2828 views
Gaussian Logic for Predictive Classification
Nov 30, 2011
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2841 views
Model Selection and Statistical Learning
Multimodal nonlinear filtering using Gauss-Hermite Quadrature
Nov 30, 2011
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2889 views
Sampling Table Configurations for the Hierarchical Poisson-Dirichlet Process
Nov 30, 2011
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2952 views
A selecting-the-best method for budgeted model selection
Nov 30, 2011
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2518 views
Aspects of Semi-Supervised and Active Learning in Conditional Random Fields
Nov 30, 2011
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3295 views
Comparing Probabilistic Models for Melodic Sequences
Nov 30, 2011
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2774 views
Supervised Learning I
Datum-Wise Classification: A Sequential Approach to Sparsity
Nov 30, 2011
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2831 views
Generalized Agreement Statistics over Fixed Group of Experts
Nov 30, 2011
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2596 views
Transfer Learning With Adaptive Regularizers
Nov 30, 2011
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2548 views
Network Regression with Predictive Clustering Trees
Nov 30, 2011
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3339 views
Learning from Inconsistent and Unreliable Annotators by a Gaussian Mixture Model...
Nov 30, 2011
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3809 views
Larger Residuals Less Work: Active Document Scheduling for Latent Dirichlet Allo...
Nov 30, 2011
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3038 views
Unsupervised Learning and Dimensionality Reduction
Higher Order Contractive auto-encoder
Nov 30, 2011
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3833 views
The Minimum Transfer Cost Principle for Model-Order Selection
Nov 30, 2011
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2802 views
Linear Discriminant Dimensionality Reduction
Nov 30, 2011
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3811 views
Minimum Neighbor Distance Estimators of Intrinsic Dimension
Nov 30, 2011
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2563 views
Online Clustering of High-Dimensional Trajectories under Concept Drift
Nov 30, 2011
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3196 views
Semi-Supervised and Transductive Learning
COSNet: a Cost Sensitive Neural Network for Semi-supervised Learning in Graphs
Nov 30, 2011
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2958 views
Learning from Label Proportions by Optimizing Cluster Model Selection
Nov 30, 2011
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4573 views
Learning from Partially Annotated Sequences
Nov 30, 2011
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2660 views
Preference Learning and Ranking
Multiview Semi-Supervised Learning for Ranking Multilingual Documents
Nov 30, 2011
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2430 views
Rule-Based Active Sampling for Learning to Rank
Nov 30, 2011
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2801 views
Preference-based policy iteration: Leveraging preference learning for reinforcem...
Nov 30, 2011
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3100 views
Direct Policy Ranking with Robot Data Streams
Nov 30, 2011
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3478 views
Text Mining and Recommender Systems
An Analysis of Probabilistic Methods for Top-N Recommendation in Collaborative F...
Nov 30, 2011
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3679 views
Analyzing Word Frequencies in Large Text Corpora using Inter-arrival Times and B...
Nov 30, 2011
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2749 views
A Game Theoretic Framework for Data Privacy Preservation in Recommender Systems
Nov 30, 2011
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3126 views
Reinforcement Learning
Preference elicitation and inverse reinforcement learning
Nov 30, 2011
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3303 views
Lagrange Dual Decomposition for Finite Horizon Markov Decision Processes
Nov 30, 2011
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3079 views
Sparse Kernel-SARSA(λ) with an Eligibility Trace
Nov 30, 2011
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2966 views
Analyzing and Escaping Local Optima in Planning as Inference for Partially Obser...
Nov 30, 2011
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2731 views