Sep 6, 2011 
109 videos 
Sessions
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Classification & Prediction
Compact Coding for Hyperplane Classifiers in Heterogeneous Environment
Oct 3, 2011 3114 views
Differentiating Code from Data in x86 Binaries
Oct 3, 2011 3095 views
On the Stratification of Multi-Label Data
Oct 3, 2011 4755 views
Learning Monotone Nonlinear Models using the Choquet Integral
Oct 3, 2011 4871 views
Focused Multi-task Learning Using Gaussian Processes
Oct 3, 2011 2770 views
Classification & Bayesian Networks
A Robust Ranking Methodology based on Diverse Calibration of AdaBoost
Oct 3, 2011 3159 views
Efficiently approximating Markov tree bagging for high-dimensional density estim...
Oct 3, 2011 2402 views
ShareBoost: Boosting for Multi-View Learning with Performance Guarantees
Oct 3, 2011 3214 views
Ancestor Relations in the Presence of Unobserved Variables
Oct 3, 2011 2697 views
A boosting approach to multiview classification with cooperation
Oct 3, 2011 3383 views
Clustering
Clustering Rankings in the Fourier Domain
Oct 3, 2011 2588 views
Is there a best quality metric for graph clusters?
Oct 3, 2011 3480 views
The Minimum Code Length for Clustering Using the Gray Code
Oct 3, 2011 2547 views
Fast approximate text document clustering using Compressive Sampling
Oct 3, 2011 3742 views
α-Clusterable Sets
Oct 3, 2011 3442 views
Learning from Social and Information Networks I
Influence and Passivity in Social Media
Oct 3, 2011 2921 views
Peer and Authority Pressure in Information-Propagation Models
Oct 3, 2011 3225 views
Learning Recommendations in Social Media Systems By Weighting Multiple Relations
Oct 3, 2011 2846 views
A Shapley value Approach for Influence Attribution
Oct 3, 2011 2949 views
Learning from Social and Information Networks II
Graph Evolution via Social Diffusion Processes
Oct 3, 2011 2946 views
Mining Research Topic-related Influence between Academia and Industry
Oct 3, 2011 2648 views
Toward a Fair Review-Management System
Oct 3, 2011 2478 views
Learning to Infer Social Ties in Large Network
Oct 3, 2011 3336 views
A Community-Based Pseudolikelihood Approach for Relationship Labeling in Social ...
Oct 3, 2011 2854 views
Graphical & Hidden Markov Models
Common Substructure Learning of Multiple Graphical Gaussian Models
Oct 3, 2011 2888 views
A Spectral Learning Algorithm for Finite State Transducers
Oct 3, 2011 2869 views
Restricted Deep Belief Networks for Multi-View Learning
Oct 3, 2011 3281 views
Fourier-Information Duality in the Identity Management Problem
Oct 3, 2011 2847 views
An Alternating Direction Method for Dual MAP LP Relaxation
Oct 3, 2011 3297 views
Supervised Learning II
Regularized Sparse Kernel Slow Feature Analysis
Oct 3, 2011 2944 views
Building Sparse Support Vector Machines for Multi-Instance Classification
Oct 3, 2011 3077 views
PerTurbo: a new classification algorithm based on the spectrum perturbations of ...
Oct 3, 2011 3293 views
Fast Support Vector Machines for Structural Kernels
Oct 3, 2011 3128 views
Kernels for Link Prediction with Latent Feature Models
Oct 3, 2011 3336 views
Feature Selection, Extraction, and Construction
Fast projections onto l1,q-norm balls for grouped feature selection
Oct 3, 2011 3240 views
A Novel Stability based Feature Selection Framework for k-means Clustering
Oct 3, 2011 3302 views
Feature Selection for Transfer Learning
Oct 3, 2011 1428 views
Feature Selection Stability Assessment based on the Jensen-Shannon Divergence
Oct 3, 2011 3269 views
Frequent Sets and Patterns
Constrained Logistic Regression for Discriminative Pattern Mining
Nov 29, 2011 3009 views
Non-Redundant Subgroup Discovery in Large and Complex Data
Nov 29, 2011 2963 views
Fast and Memory-Efficient Discovery of the Top-k Relevant Subgroups in a Reduced...
Nov 29, 2011 2746 views
Efficient Mining of Top Correlated Patterns Based on Null-Invariant Measures
Nov 29, 2011 3185 views
Active and Online learning
Discriminative Experimental Design
Nov 29, 2011 2687 views
Active learning with evolving streaming data
Nov 29, 2011 3598 views
Manifold Coarse Graining for Online Semi-Supervised Learning
Nov 29, 2011 3278 views
Frequency-aware Truncated methods for Sparse Online Learning
Nov 29, 2011 2824 views
Online Structure Learning for Markov Logic Networks
Nov 29, 2011 3344 views
Applications of Data Mining
PTMSearch: a Greedy Tree Traversal Algorithm for f inding Protein Post-Translati...
Nov 30, 2011 2744 views
Resource-Aware On-Line RFID Localization Using Proximity Data
Nov 30, 2011 2233 views
Image Classification for Age-related Macular Degeneration Screening using Hierar...
Nov 30, 2011 2791 views
Label Noise-Tolerant Hidden Markov Models for Segmentation: Application to ECGs
Nov 30, 2011 2755 views
A Novel Framework for Locating Software Faults Using Latent Divergences
Nov 30, 2011 2649 views
Ensemble Learning
Multi-Label Ensemble Learning
Nov 30, 2011 3400 views
On oblique random forests
Nov 30, 2011 5719 views
Tracking Concept Change with Incremental Boosting by Minimization of the Evolvin...
Nov 30, 2011 3361 views
Aggregating Independent and Dependent Models to Learn Multi-label Classifiers
Nov 30, 2011 3564 views
Novel Fusion Methods for Pattern Recognition
Nov 30, 2011 3254 views
Matrix and Tensor Analysis
Link prediction via matrix factorization
Nov 30, 2011 4850 views
Generalized Dictionary Learning for Symmetric Positive Definite Matrices with Ap...
Nov 30, 2011 3801 views
Multi-Subspace Representation and Discovery
Nov 30, 2011 3443 views
Bayesian Matrix Co-Factorization: Variational Algorithm and Cramér-Rao Bound
Nov 30, 2011 3202 views
Learning from Time Series Data
Artemis: Assessing the Similarity of Event-interval Sequences
Nov 30, 2011 2853 views
ShiftTree: an Interpretable Model-Based Approach for Time Series Classification
Nov 30, 2011 3485 views
Discovering Temporal Bisociations for Linking Concepts over Time
Nov 30, 2011 2041 views
Motion segmentation by a model-based clustering approach of incomplete trajector...
Nov 30, 2011 2844 views
Spectral Clustering and Graph Mining
Privacy Preserving Semi-Supervised Learning for Labeled Graphs
Nov 30, 2011 3024 views
DB-CSC: A density-based approach for subspace clustering in graphs with feature ...
Nov 30, 2011 3046 views
Parallel Structural Graph Clustering
Nov 30, 2011 3184 views
Eigenvector Sensitive Feature Selection For Spectral Clustering
Nov 30, 2011 3503 views
Unifying Guilt-by-Association Approaches: Theorems and Fast Algorithms
Nov 30, 2011 2827 views
Data Mining Theory and Foundations
The VC-Dimension of SQL Queries and Selectivity Estimation Through Sampling
Nov 30, 2011 2789 views
Active Supervised Domain Adaptation
Nov 30, 2011 2664 views
Learning Good Edit Similarities with Generalization Guarantees
Nov 30, 2011 2734 views
Smooth Receiver Operating Characteristics (smROC) Curves
Nov 30, 2011 2513 views
Comparing Apples and Oranges - Measuring Differences between Data Mining Results
Nov 30, 2011 3314 views
Relational learning and Inductive Logic Programming
Learning First-Order Definite Theories via Object-Based Queries
Nov 30, 2011 2531 views
Abductive Plan Recognition by Extending Bayesian Logic Programs
Nov 30, 2011 2858 views
Learning the Parameters of Probabilistic Logic Programs from Interpretations
Nov 30, 2011 2842 views
Gaussian Logic for Predictive Classification
Nov 30, 2011 2855 views
Model Selection and Statistical Learning
Multimodal nonlinear filtering using Gauss-Hermite Quadrature
Nov 30, 2011 2897 views
Sampling Table Configurations for the Hierarchical Poisson-Dirichlet Process
Nov 30, 2011 2968 views
A selecting-the-best method for budgeted model selection
Nov 30, 2011 2524 views
Aspects of Semi-Supervised and Active Learning in Conditional Random Fields
Nov 30, 2011 3306 views
Comparing Probabilistic Models for Melodic Sequences
Nov 30, 2011 2783 views
Supervised Learning I
Datum-Wise Classification: A Sequential Approach to Sparsity
Nov 30, 2011 2841 views
Generalized Agreement Statistics over Fixed Group of Experts
Nov 30, 2011 2605 views
Transfer Learning With Adaptive Regularizers
Nov 30, 2011 2561 views
Network Regression with Predictive Clustering Trees
Nov 30, 2011 3354 views
Learning from Inconsistent and Unreliable Annotators by a Gaussian Mixture Model...
Nov 30, 2011 3818 views
Larger Residuals Less Work: Active Document Scheduling for Latent Dirichlet Allo...
Nov 30, 2011 3051 views
Unsupervised Learning and Dimensionality Reduction
Higher Order Contractive auto-encoder
Nov 30, 2011 3840 views
The Minimum Transfer Cost Principle for Model-Order Selection
Nov 30, 2011 2812 views
Linear Discriminant Dimensionality Reduction
Nov 30, 2011 3826 views
Minimum Neighbor Distance Estimators of Intrinsic Dimension
Nov 30, 2011 2572 views
Online Clustering of High-Dimensional Trajectories under Concept Drift
Nov 30, 2011 3201 views
Semi-Supervised and Transductive Learning
COSNet: a Cost Sensitive Neural Network for Semi-supervised Learning in Graphs
Nov 30, 2011 2967 views
Learning from Label Proportions by Optimizing Cluster Model Selection
Nov 30, 2011 4580 views
Learning from Partially Annotated Sequences
Nov 30, 2011 2667 views
Preference Learning and Ranking
Multiview Semi-Supervised Learning for Ranking Multilingual Documents
Nov 30, 2011 2445 views
Rule-Based Active Sampling for Learning to Rank
Nov 30, 2011 2815 views
Preference-based policy iteration: Leveraging preference learning for reinforcem...
Nov 30, 2011 3108 views
Direct Policy Ranking with Robot Data Streams
Nov 30, 2011 3494 views
Text Mining and Recommender Systems
An Analysis of Probabilistic Methods for Top-N Recommendation in Collaborative F...
Nov 30, 2011 3694 views
Analyzing Word Frequencies in Large Text Corpora using Inter-arrival Times and B...
Nov 30, 2011 2753 views
A Game Theoretic Framework for Data Privacy Preservation in Recommender Systems
Nov 30, 2011 3140 views
Reinforcement Learning
Preference elicitation and inverse reinforcement learning
Nov 30, 2011 3329 views
Lagrange Dual Decomposition for Finite Horizon Markov Decision Processes
Nov 30, 2011 3085 views
Sparse Kernel-SARSA(λ) with an Eligibility Trace
Nov 30, 2011 2984 views
Analyzing and Escaping Local Optima in Planning as Inference for Partially Obser...
Nov 30, 2011 2751 views