About
Description is not available
Videos
Classification & Prediction

Compact Coding for Hyperplane Classifiers in Heterogeneous Environment
Oct 3, 2011
·
3088 views

Differentiating Code from Data in x86 Binaries
Oct 3, 2011
·
3075 views

On the Stratification of Multi-Label Data
Oct 3, 2011
·
4462 views

Learning Monotone Nonlinear Models using the Choquet Integral
Oct 3, 2011
·
4853 views

Focused Multi-task Learning Using Gaussian Processes
Oct 3, 2011
·
2747 views
Classification & Bayesian Networks

A Robust Ranking Methodology based on Diverse Calibration of AdaBoost
Oct 3, 2011
·
3148 views

Efficiently approximating Markov tree bagging for high-dimensional density estim...
Oct 3, 2011
·
2383 views

ShareBoost: Boosting for Multi-View Learning with Performance Guarantees
Oct 3, 2011
·
3191 views

Ancestor Relations in the Presence of Unobserved Variables
Oct 3, 2011
·
2676 views

A boosting approach to multiview classification with cooperation
Oct 3, 2011
·
3370 views
Clustering

Clustering Rankings in the Fourier Domain
Oct 3, 2011
·
2569 views

Is there a best quality metric for graph clusters?
Oct 3, 2011
·
3467 views

The Minimum Code Length for Clustering Using the Gray Code
Oct 3, 2011
·
2523 views

Fast approximate text document clustering using Compressive Sampling
Oct 3, 2011
·
3722 views

α-Clusterable Sets
Oct 3, 2011
·
3422 views
Learning from Social and Information Networks I

Influence and Passivity in Social Media
Oct 3, 2011
·
2898 views

Peer and Authority Pressure in Information-Propagation Models
Oct 3, 2011
·
3207 views

Learning Recommendations in Social Media Systems By Weighting Multiple Relations
Oct 3, 2011
·
2828 views

A Shapley value Approach for Influence Attribution
Oct 3, 2011
·
2929 views
Learning from Social and Information Networks II

Graph Evolution via Social Diffusion Processes
Oct 3, 2011
·
2922 views

Mining Research Topic-related Influence between Academia and Industry
Oct 3, 2011
·
2631 views

Toward a Fair Review-Management System
Oct 3, 2011
·
2461 views

Learning to Infer Social Ties in Large Network
Oct 3, 2011
·
3318 views

A Community-Based Pseudolikelihood Approach for Relationship Labeling in Social ...
Oct 3, 2011
·
2839 views
Graphical & Hidden Markov Models

Common Substructure Learning of Multiple Graphical Gaussian Models
Oct 3, 2011
·
2861 views

A Spectral Learning Algorithm for Finite State Transducers
Oct 3, 2011
·
2849 views

Restricted Deep Belief Networks for Multi-View Learning
Oct 3, 2011
·
3254 views

Fourier-Information Duality in the Identity Management Problem
Oct 3, 2011
·
2792 views

An Alternating Direction Method for Dual MAP LP Relaxation
Oct 3, 2011
·
3279 views
Supervised Learning II

Regularized Sparse Kernel Slow Feature Analysis
Oct 3, 2011
·
2882 views

Building Sparse Support Vector Machines for Multi-Instance Classification
Oct 3, 2011
·
3060 views

PerTurbo: a new classification algorithm based on the spectrum perturbations of ...
Oct 3, 2011
·
3274 views

Fast Support Vector Machines for Structural Kernels
Oct 3, 2011
·
3113 views

Kernels for Link Prediction with Latent Feature Models
Oct 3, 2011
·
3298 views
Feature Selection, Extraction, and Construction

Fast projections onto l1,q-norm balls for grouped feature selection
Oct 3, 2011
·
3224 views

A Novel Stability based Feature Selection Framework for k-means Clustering
Oct 3, 2011
·
3285 views

Feature Selection for Transfer Learning
Oct 3, 2011
·
1428 views

Feature Selection Stability Assessment based on the Jensen-Shannon Divergence
Oct 3, 2011
·
3248 views
Frequent Sets and Patterns

Constrained Logistic Regression for Discriminative Pattern Mining
Nov 29, 2011
·
2997 views

Non-Redundant Subgroup Discovery in Large and Complex Data
Nov 29, 2011
·
2909 views

Fast and Memory-Efficient Discovery of the Top-k Relevant Subgroups in a Reduced...
Nov 29, 2011
·
2723 views

Efficient Mining of Top Correlated Patterns Based on Null-Invariant Measures
Nov 29, 2011
·
3168 views
Active and Online learning

Discriminative Experimental Design
Nov 29, 2011
·
2663 views

Active learning with evolving streaming data
Nov 29, 2011
·
3577 views

Manifold Coarse Graining for Online Semi-Supervised Learning
Nov 29, 2011
·
3257 views

Frequency-aware Truncated methods for Sparse Online Learning
Nov 29, 2011
·
2809 views

Online Structure Learning for Markov Logic Networks
Nov 29, 2011
·
3321 views
Applications of Data Mining

PTMSearch: a Greedy Tree Traversal Algorithm for f inding Protein Post-Translati...
Nov 30, 2011
·
2704 views

Resource-Aware On-Line RFID Localization Using Proximity Data
Nov 30, 2011
·
2221 views

Image Classification for Age-related Macular Degeneration Screening using Hierar...
Nov 30, 2011
·
2779 views

Label Noise-Tolerant Hidden Markov Models for Segmentation: Application to ECGs
Nov 30, 2011
·
2728 views

A Novel Framework for Locating Software Faults Using Latent Divergences
Nov 30, 2011
·
2633 views
Ensemble Learning

Multi-Label Ensemble Learning
Nov 30, 2011
·
3376 views

On oblique random forests
Nov 30, 2011
·
5690 views

Tracking Concept Change with Incremental Boosting by Minimization of the Evolvin...
Nov 30, 2011
·
3337 views

Aggregating Independent and Dependent Models to Learn Multi-label Classifiers
Nov 30, 2011
·
3551 views

Novel Fusion Methods for Pattern Recognition
Nov 30, 2011
·
3244 views
Matrix and Tensor Analysis

Link prediction via matrix factorization
Nov 30, 2011
·
4834 views

Generalized Dictionary Learning for Symmetric Positive Definite Matrices with Ap...
Nov 30, 2011
·
3787 views

Multi-Subspace Representation and Discovery
Nov 30, 2011
·
3429 views

Bayesian Matrix Co-Factorization: Variational Algorithm and Cramér-Rao Bound
Nov 30, 2011
·
3178 views
Learning from Time Series Data

Artemis: Assessing the Similarity of Event-interval Sequences
Nov 30, 2011
·
2839 views

ShiftTree: an Interpretable Model-Based Approach for Time Series Classification
Nov 30, 2011
·
3465 views

Discovering Temporal Bisociations for Linking Concepts over Time
Nov 30, 2011
·
1995 views

Motion segmentation by a model-based clustering approach of incomplete trajector...
Nov 30, 2011
·
2829 views
Spectral Clustering and Graph Mining

Privacy Preserving Semi-Supervised Learning for Labeled Graphs
Nov 30, 2011
·
3009 views

DB-CSC: A density-based approach for subspace clustering in graphs with feature ...
Nov 30, 2011
·
3024 views

Parallel Structural Graph Clustering
Nov 30, 2011
·
3168 views

Eigenvector Sensitive Feature Selection For Spectral Clustering
Nov 30, 2011
·
3480 views

Unifying Guilt-by-Association Approaches: Theorems and Fast Algorithms
Nov 30, 2011
·
2810 views
Data Mining Theory and Foundations

The VC-Dimension of SQL Queries and Selectivity Estimation Through Sampling
Nov 30, 2011
·
2777 views

Active Supervised Domain Adaptation
Nov 30, 2011
·
2642 views

Learning Good Edit Similarities with Generalization Guarantees
Nov 30, 2011
·
2720 views

Smooth Receiver Operating Characteristics (smROC) Curves
Nov 30, 2011
·
2493 views

Comparing Apples and Oranges - Measuring Differences between Data Mining Results
Nov 30, 2011
·
3286 views
Relational learning and Inductive Logic Programming

Learning First-Order Definite Theories via Object-Based Queries
Nov 30, 2011
·
2509 views

Abductive Plan Recognition by Extending Bayesian Logic Programs
Nov 30, 2011
·
2839 views

Learning the Parameters of Probabilistic Logic Programs from Interpretations
Nov 30, 2011
·
2818 views

Gaussian Logic for Predictive Classification
Nov 30, 2011
·
2835 views
Model Selection and Statistical Learning

Multimodal nonlinear filtering using Gauss-Hermite Quadrature
Nov 30, 2011
·
2881 views

Sampling Table Configurations for the Hierarchical Poisson-Dirichlet Process
Nov 30, 2011
·
2947 views

A selecting-the-best method for budgeted model selection
Nov 30, 2011
·
2510 views

Aspects of Semi-Supervised and Active Learning in Conditional Random Fields
Nov 30, 2011
·
3288 views

Comparing Probabilistic Models for Melodic Sequences
Nov 30, 2011
·
2762 views
Supervised Learning I

Datum-Wise Classification: A Sequential Approach to Sparsity
Nov 30, 2011
·
2823 views

Generalized Agreement Statistics over Fixed Group of Experts
Nov 30, 2011
·
2587 views

Transfer Learning With Adaptive Regularizers
Nov 30, 2011
·
2536 views

Network Regression with Predictive Clustering Trees
Nov 30, 2011
·
3331 views

Learning from Inconsistent and Unreliable Annotators by a Gaussian Mixture Model...
Nov 30, 2011
·
3800 views

Larger Residuals Less Work: Active Document Scheduling for Latent Dirichlet Allo...
Nov 30, 2011
·
3030 views
Unsupervised Learning and Dimensionality Reduction

Higher Order Contractive auto-encoder
Nov 30, 2011
·
3824 views

The Minimum Transfer Cost Principle for Model-Order Selection
Nov 30, 2011
·
2796 views

Linear Discriminant Dimensionality Reduction
Nov 30, 2011
·
3805 views

Minimum Neighbor Distance Estimators of Intrinsic Dimension
Nov 30, 2011
·
2561 views

Online Clustering of High-Dimensional Trajectories under Concept Drift
Nov 30, 2011
·
3191 views
Semi-Supervised and Transductive Learning

COSNet: a Cost Sensitive Neural Network for Semi-supervised Learning in Graphs
Nov 30, 2011
·
2952 views

Learning from Label Proportions by Optimizing Cluster Model Selection
Nov 30, 2011
·
4567 views

Learning from Partially Annotated Sequences
Nov 30, 2011
·
2653 views
Preference Learning and Ranking

Multiview Semi-Supervised Learning for Ranking Multilingual Documents
Nov 30, 2011
·
2423 views

Rule-Based Active Sampling for Learning to Rank
Nov 30, 2011
·
2790 views

Preference-based policy iteration: Leveraging preference learning for reinforcem...
Nov 30, 2011
·
3083 views

Direct Policy Ranking with Robot Data Streams
Nov 30, 2011
·
3470 views
Text Mining and Recommender Systems

An Analysis of Probabilistic Methods for Top-N Recommendation in Collaborative F...
Nov 30, 2011
·
3673 views

Analyzing Word Frequencies in Large Text Corpora using Inter-arrival Times and B...
Nov 30, 2011
·
2742 views

A Game Theoretic Framework for Data Privacy Preservation in Recommender Systems
Nov 30, 2011
·
3121 views
Reinforcement Learning

Preference elicitation and inverse reinforcement learning
Nov 30, 2011
·
3293 views

Lagrange Dual Decomposition for Finite Horizon Markov Decision Processes
Nov 30, 2011
·
3074 views

Sparse Kernel-SARSA(λ) with an Eligibility Trace
Nov 30, 2011
·
2959 views

Analyzing and Escaping Local Optima in Planning as Inference for Partially Obser...
Nov 30, 2011
·
2719 views