Sessions
108 Lectures · Sep 6, 2011
About
Description is not available
Related categories
Uploaded videos:
Classification & Prediction
Differentiating Code from Data in x86 Binaries
Oct 03, 2011
·
3073 Views
Focused Multi-task Learning Using Gaussian Processes
Oct 03, 2011
·
2744 Views
On the Stratification of Multi-Label Data
Oct 03, 2011
·
4409 Views
Learning Monotone Nonlinear Models using the Choquet Integral
Oct 03, 2011
·
4851 Views
Compact Coding for Hyperplane Classifiers in Heterogeneous Environment
Oct 03, 2011
·
3085 Views
Classification & Bayesian Networks
Ancestor Relations in the Presence of Unobserved Variables
Oct 03, 2011
·
2674 Views
A Robust Ranking Methodology based on Diverse Calibration of AdaBoost
Oct 03, 2011
·
3145 Views
Efficiently approximating Markov tree bagging for high-dimensional density estim...
Oct 03, 2011
·
2379 Views
A boosting approach to multiview classification with cooperation
Oct 03, 2011
·
3368 Views
ShareBoost: Boosting for Multi-View Learning with Performance Guarantees
Oct 03, 2011
·
3187 Views
Clustering
The Minimum Code Length for Clustering Using the Gray Code
Oct 03, 2011
·
2521 Views
Fast approximate text document clustering using Compressive Sampling
Oct 03, 2011
·
3720 Views
Clustering Rankings in the Fourier Domain
Oct 03, 2011
·
2566 Views
Is there a best quality metric for graph clusters?
Oct 03, 2011
·
3466 Views
α-Clusterable Sets
Oct 03, 2011
·
3419 Views
Learning from Social and Information Networks I
Peer and Authority Pressure in Information-Propagation Models
Oct 03, 2011
·
3206 Views
A Shapley value Approach for Influence Attribution
Oct 03, 2011
·
2927 Views
Influence and Passivity in Social Media
Oct 03, 2011
·
2893 Views
Learning Recommendations in Social Media Systems By Weighting Multiple Relations
Oct 03, 2011
·
2825 Views
Learning from Social and Information Networks II
Toward a Fair Review-Management System
Oct 03, 2011
·
2458 Views
Learning to Infer Social Ties in Large Network
Oct 03, 2011
·
3317 Views
A Community-Based Pseudolikelihood Approach for Relationship Labeling in Social ...
Oct 03, 2011
·
2836 Views
Graph Evolution via Social Diffusion Processes
Oct 03, 2011
·
2921 Views
Mining Research Topic-related Influence between Academia and Industry
Oct 03, 2011
·
2630 Views
Graphical & Hidden Markov Models
Fourier-Information Duality in the Identity Management Problem
Oct 03, 2011
·
2789 Views
An Alternating Direction Method for Dual MAP LP Relaxation
Oct 03, 2011
·
3278 Views
Restricted Deep Belief Networks for Multi-View Learning
Oct 03, 2011
·
3248 Views
A Spectral Learning Algorithm for Finite State Transducers
Oct 03, 2011
·
2845 Views
Common Substructure Learning of Multiple Graphical Gaussian Models
Oct 03, 2011
·
2858 Views
Supervised Learning II
Regularized Sparse Kernel Slow Feature Analysis
Oct 03, 2011
·
2878 Views
Kernels for Link Prediction with Latent Feature Models
Oct 03, 2011
·
3293 Views
PerTurbo: a new classification algorithm based on the spectrum perturbations of ...
Oct 03, 2011
·
3271 Views
Fast Support Vector Machines for Structural Kernels
Oct 03, 2011
·
3110 Views
Building Sparse Support Vector Machines for Multi-Instance Classification
Oct 03, 2011
·
3058 Views
Feature Selection, Extraction, and Construction
Feature Selection Stability Assessment based on the Jensen-Shannon Divergence
Oct 03, 2011
·
3244 Views
Fast projections onto l1,q-norm balls for grouped feature selection
Oct 03, 2011
·
3220 Views
A Novel Stability based Feature Selection Framework for k-means Clustering
Oct 03, 2011
·
3282 Views
Frequent Sets and Patterns
Fast and Memory-Efficient Discovery of the Top-k Relevant Subgroups in a Reduced...
Nov 29, 2011
·
2721 Views
Constrained Logistic Regression for Discriminative Pattern Mining
Nov 29, 2011
·
2994 Views
Efficient Mining of Top Correlated Patterns Based on Null-Invariant Measures
Nov 29, 2011
·
3164 Views
Non-Redundant Subgroup Discovery in Large and Complex Data
Nov 29, 2011
·
2905 Views
Active and Online learning
Frequency-aware Truncated methods for Sparse Online Learning
Nov 29, 2011
·
2806 Views
Discriminative Experimental Design
Nov 29, 2011
·
2660 Views
Manifold Coarse Graining for Online Semi-Supervised Learning
Nov 29, 2011
·
3253 Views
Active learning with evolving streaming data
Nov 29, 2011
·
3573 Views
Online Structure Learning for Markov Logic Networks
Nov 29, 2011
·
3318 Views
Applications of Data Mining
Image Classification for Age-related Macular Degeneration Screening using Hierar...
Nov 30, 2011
·
2775 Views
Label Noise-Tolerant Hidden Markov Models for Segmentation: Application to ECGs
Nov 30, 2011
·
2725 Views
Resource-Aware On-Line RFID Localization Using Proximity Data
Nov 30, 2011
·
2218 Views
PTMSearch: a Greedy Tree Traversal Algorithm for f inding Protein Post-Translati...
Nov 30, 2011
·
2697 Views
A Novel Framework for Locating Software Faults Using Latent Divergences
Nov 30, 2011
·
2631 Views
Ensemble Learning
Tracking Concept Change with Incremental Boosting by Minimization of the Evolvin...
Nov 30, 2011
·
3333 Views
Aggregating Independent and Dependent Models to Learn Multi-label Classifiers
Nov 30, 2011
·
3548 Views
Multi-Label Ensemble Learning
Nov 30, 2011
·
3372 Views
On oblique random forests
Nov 30, 2011
·
5687 Views
Novel Fusion Methods for Pattern Recognition
Nov 30, 2011
·
3239 Views
Matrix and Tensor Analysis
Bayesian Matrix Co-Factorization: Variational Algorithm and Cramér-Rao Bound
Nov 30, 2011
·
3174 Views
Generalized Dictionary Learning for Symmetric Positive Definite Matrices with Ap...
Nov 30, 2011
·
3785 Views
Link prediction via matrix factorization
Nov 30, 2011
·
4831 Views
Multi-Subspace Representation and Discovery
Nov 30, 2011
·
3428 Views
Learning from Time Series Data
Motion segmentation by a model-based clustering approach of incomplete trajector...
Nov 30, 2011
·
2826 Views
Artemis: Assessing the Similarity of Event-interval Sequences
Nov 30, 2011
·
2837 Views
Discovering Temporal Bisociations for Linking Concepts over Time
Nov 30, 2011
·
1991 Views
ShiftTree: an Interpretable Model-Based Approach for Time Series Classification
Nov 30, 2011
·
3463 Views
Spectral Clustering and Graph Mining
Unifying Guilt-by-Association Approaches: Theorems and Fast Algorithms
Nov 30, 2011
·
2806 Views
Privacy Preserving Semi-Supervised Learning for Labeled Graphs
Nov 30, 2011
·
3006 Views
Eigenvector Sensitive Feature Selection For Spectral Clustering
Nov 30, 2011
·
3476 Views
DB-CSC: A density-based approach for subspace clustering in graphs with feature ...
Nov 30, 2011
·
3019 Views
Parallel Structural Graph Clustering
Nov 30, 2011
·
3165 Views
Data Mining Theory and Foundations
The VC-Dimension of SQL Queries and Selectivity Estimation Through Sampling
Nov 30, 2011
·
2773 Views
Smooth Receiver Operating Characteristics (smROC) Curves
Nov 30, 2011
·
2483 Views
Active Supervised Domain Adaptation
Nov 30, 2011
·
2639 Views
Comparing Apples and Oranges - Measuring Differences between Data Mining Results
Nov 30, 2011
·
3280 Views
Learning Good Edit Similarities with Generalization Guarantees
Nov 30, 2011
·
2717 Views
Relational learning and Inductive Logic Programming
Abductive Plan Recognition by Extending Bayesian Logic Programs
Nov 30, 2011
·
2837 Views
Learning the Parameters of Probabilistic Logic Programs from Interpretations
Nov 30, 2011
·
2815 Views
Gaussian Logic for Predictive Classification
Nov 30, 2011
·
2831 Views
Learning First-Order Definite Theories via Object-Based Queries
Nov 30, 2011
·
2506 Views
Model Selection and Statistical Learning
A selecting-the-best method for budgeted model selection
Nov 30, 2011
·
2507 Views
Aspects of Semi-Supervised and Active Learning in Conditional Random Fields
Nov 30, 2011
·
3288 Views
Sampling Table Configurations for the Hierarchical Poisson-Dirichlet Process
Nov 30, 2011
·
2943 Views
Comparing Probabilistic Models for Melodic Sequences
Nov 30, 2011
·
2758 Views
Multimodal nonlinear filtering using Gauss-Hermite Quadrature
Nov 30, 2011
·
2877 Views
Supervised Learning I
Generalized Agreement Statistics over Fixed Group of Experts
Nov 30, 2011
·
2585 Views
Larger Residuals Less Work: Active Document Scheduling for Latent Dirichlet Allo...
Nov 30, 2011
·
3027 Views
Datum-Wise Classification: A Sequential Approach to Sparsity
Nov 30, 2011
·
2817 Views
Transfer Learning With Adaptive Regularizers
Nov 30, 2011
·
2533 Views
Network Regression with Predictive Clustering Trees
Nov 30, 2011
·
3324 Views
Learning from Inconsistent and Unreliable Annotators by a Gaussian Mixture Model...
Nov 30, 2011
·
3796 Views
Unsupervised Learning and Dimensionality Reduction
Minimum Neighbor Distance Estimators of Intrinsic Dimension
Nov 30, 2011
·
2560 Views
Online Clustering of High-Dimensional Trajectories under Concept Drift
Nov 30, 2011
·
3188 Views
Linear Discriminant Dimensionality Reduction
Nov 30, 2011
·
3801 Views
The Minimum Transfer Cost Principle for Model-Order Selection
Nov 30, 2011
·
2794 Views
Higher Order Contractive auto-encoder
Nov 30, 2011
·
3822 Views
Semi-Supervised and Transductive Learning
Learning from Label Proportions by Optimizing Cluster Model Selection
Nov 30, 2011
·
4564 Views
Learning from Partially Annotated Sequences
Nov 30, 2011
·
2651 Views
COSNet: a Cost Sensitive Neural Network for Semi-supervised Learning in Graphs
Nov 30, 2011
·
2949 Views
Preference Learning and Ranking
Direct Policy Ranking with Robot Data Streams
Nov 30, 2011
·
3468 Views
Multiview Semi-Supervised Learning for Ranking Multilingual Documents
Nov 30, 2011
·
2420 Views
Preference-based policy iteration: Leveraging preference learning for reinforcem...
Nov 30, 2011
·
3080 Views
Rule-Based Active Sampling for Learning to Rank
Nov 30, 2011
·
2784 Views
Text Mining and Recommender Systems
Analyzing Word Frequencies in Large Text Corpora using Inter-arrival Times and B...
Nov 30, 2011
·
2737 Views
An Analysis of Probabilistic Methods for Top-N Recommendation in Collaborative F...
Nov 30, 2011
·
3670 Views
A Game Theoretic Framework for Data Privacy Preservation in Recommender Systems
Nov 30, 2011
·
3117 Views
Reinforcement Learning
Preference elicitation and inverse reinforcement learning
Nov 30, 2011
·
3290 Views
Sparse Kernel-SARSA(λ) with an Eligibility Trace
Nov 30, 2011
·
2956 Views
Analyzing and Escaping Local Optima in Planning as Inference for Partially Obser...
Nov 30, 2011
·
2718 Views
Lagrange Dual Decomposition for Finite Horizon Markov Decision Processes
Nov 30, 2011
·
3073 Views