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Applications to Healthcare and Medicine I

Unfolding Physiological State: Mortality Modelling in Intensive Care Units
Oct 8, 2014
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2991 views

People on Drugs: Credibility of User Statements in Health Communities
Oct 8, 2014
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2147 views

Unsupervised Learning of Disease Progression Models
Oct 8, 2014
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2619 views

Good-Enough Brain Model: Challenges, Algorithms and Discoveries in Multi-Subject...
Oct 7, 2014
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1830 views

LUDIA: An Aggregate-Constrained Low-Rank Reconstruction Algorithm to Leverage Pu...
Oct 8, 2014
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1539 views
Location-based Services

Inferring User Demographics and Social Strategies in Mobile Social Networks
Oct 8, 2014
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2021 views

Travel Time Estimation of a Path using Sparse Trajectories
Oct 8, 2014
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2856 views

Modeling Human Location Data with Mixtures of Kernel Densities
Oct 7, 2014
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1905 views

Prediction of Human Emergency Behavior and their Mobility following Large-scale ...
Oct 8, 2014
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2239 views

A Cost-Effective Recommender System for Taxi Drivers
Oct 7, 2014
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4292 views
Statistical Techniques for Big Data

Parallel Gibbs Sampling for Hierarchical Dirichlet Processes via Gamma Processes...
Oct 8, 2014
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2335 views

Knowledge Vault: A Web-Scale Approach to Probabilistic Knowledge Fusion
Oct 7, 2014
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5969 views

Learning with Dual Heterogeneity: A Nonparametric Bayes Model
Oct 7, 2014
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2700 views

Empirical Glitch Explanations
Oct 8, 2014
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1539 views

Online Chinese Restaurant Process
Oct 7, 2014
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2621 views
Dynamic Graph Analysis

Profit-maximizing Cluster Hires
Oct 7, 2014
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1634 views

FEMA: Flexible Evolutionary Multi-faceted Analysis for Dynamic Behavioral Patter...
Oct 7, 2014
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2759 views

On Social Event Organization
Oct 7, 2014
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2341 views

Event Detection in Activity Networks
Oct 7, 2014
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2630 views

Non-Parametric Scan Statistics for Event Detection and Forecasting in Heterogene...
Oct 7, 2014
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2342 views
Supervised Learning I

FastXML: A Fast, Accurate and Stable Tree-classifier for eXtreme Multi-label Lea...
Oct 8, 2014
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3532 views

An Efficient Algorithm For Weak Hierarchical Lasso
Oct 8, 2014
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2412 views

Online Multiple Kernel Regression
Oct 8, 2014
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2069 views

Class-Distribution Regularized Consensus Maximization for Alleviating Overfittin...
Oct 7, 2014
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1673 views

A Multi-class Boosting Method with Direct Optimization
Oct 7, 2014
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1746 views
Scaling-up Methods for Big Data

Improving the Modified Nyström Method Using Spectral Shifting
Oct 8, 2014
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1519 views

Correlation Clustering in MapReduce
Oct 7, 2014
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2643 views

Scaling Out Big Data Missing Value Imputations
Oct 7, 2014
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2415 views

Fast Flux Discriminant for Large-Scale Sparse Nonlinear Classification
Oct 8, 2014
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2479 views

Scalable Histograms on Large Probabilistic Datase Nonlinear Classification
Oct 8, 2014
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1558 views
Data Streams

Time-Varying Learning and Content Analytics via Sparse Factor Analysis
Oct 7, 2014
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1715 views

Prototype-based Learning on Concept-drifting Data Streams
Oct 7, 2014
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2913 views

Streamed Approximate Counting of Distinct Elements
Oct 7, 2014
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1711 views

The Setwise Stream Classification Problem
Oct 7, 2014
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2699 views

Detecting Moving Object Outliers In Massive-Scale Trajectory Streams
Oct 7, 2014
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1946 views
Scaling-up Graph Algorithms

Graph Sample and Hold: A Framework for Big-Graph Analytics
Oct 7, 2014
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2126 views

Almost Linear-Time Algorithms for Adaptive Betweenness Centrality using Hypergra...
Oct 7, 2014
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1709 views

Balanced Graph Edge Partition
Oct 7, 2014
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1851 views

Efficient SimRank Computation via Linearization
Oct 7, 2014
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2354 views

FAST-PPR: Scaling Personalized PageRank Estimation for Large Graphs
Oct 7, 2014
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1964 views
Text Mining

Open Question Answering Over Curated and Extracted Knowledge Bases
Oct 7, 2014
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2886 views

Integrating Spreadsheet Data via Accurate and Low-Effort Extraction
Oct 8, 2014
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2602 views

Entity Profiling with Varying Source Reliabilities
Oct 7, 2014
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1812 views

Mining Topics in Documents: Standing on the Shoulders of Big Data
Oct 8, 2014
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3709 views

Sentiment Expression Conditioned by Affective Transitions and Social Forces
Oct 7, 2014
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1744 views
Supervised Learning II

Supervised Deep Learning with Auxiliary Networks
Oct 7, 2014
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2684 views

Distance Metric Learning Using Dropout: A Structured Regularization Approach
Oct 8, 2014
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2737 views

Large Margin Distribution Machine
Oct 8, 2014
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1892 views

Box Drawings for Learning with Imbalanced Data
Oct 8, 2014
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2227 views

Incremental and Decremental Training for Linear Classification
Oct 7, 2014
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1798 views
Applications to Healthcare and Medicine II

From Micro to Macro: Data Driven Phenotyping by Densification of Longitudinal El...
Oct 7, 2014
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2268 views

Clinical Risk Prediction with Multilinear Sparse Logistic Regression
Oct 7, 2014
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2062 views

Dual Beta Process Priors for Latent Cluster Discovery in Chronic Obstructive Pul...
Oct 7, 2014
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1566 views

Scalable Noise Mining in Long-Term Electrocardiographic Time-Series to Predict D...
Oct 7, 2014
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1517 views

FUNNEL: Automatic Mining of Spatially Coevolving Epidemics
Oct 7, 2014
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2951 views

Marble: High-throughput Phenotyping from Electronic Health Records via Sparse No...
Oct 7, 2014
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1914 views
Diffusion in Social and Information Networks

Scalable Diffusion-Aware Optimization of Network Topology
Oct 7, 2014
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1921 views

MMRate: Inferring Multi-aspect Diffusion Networks with Multi-pattern Cascades
Oct 7, 2014
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2229 views

A Bayesian Framework for Estimating Properties of Network Diffusions
Oct 7, 2014
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1842 views

Stability of Influence Maximization
Oct 7, 2014
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2201 views

Probabilistic Latent Network Visualization: Inferring and Embedding Diffusion Ne...
Oct 7, 2014
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2216 views
Recommender Systems

COM: a Generative Model for Group Recommendation
Oct 7, 2014
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2708 views

Leveraging User Libraries to Bootstrap Collaborative Filtering
Oct 7, 2014
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2672 views

User Effort Minimization Through Adaptive Diversification
Oct 7, 2014
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1380 views

Jointly Modeling Aspects, Ratings and Sentiments for Movie Recommendation (JMARS...
Oct 7, 2014
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3082 views

Topic-Factorized Ideal Point Estimation Model for Legislative Voting Network
Oct 7, 2014
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1653 views
Security and Privacy

Differentially Private Network Data Release via Structural Inference
Oct 7, 2014
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2095 views

CatchSync: Catching Synchronized Behavior in Large Directed Graphs
Oct 7, 2014
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2724 views

Mobile App Recommendations with Security and Privacy Awareness
Oct 7, 2014
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1992 views

Exponential Random Graph Estimation under Differential Privacy
Oct 7, 2014
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1508 views

Top-k Frequent Itemsets via Differentially Private FP-trees
Oct 7, 2014
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2075 views
Active Learning

Active-Transductive Learning with Label-Adapted Kernels
Oct 7, 2014
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1786 views

Active Semi-Supervised Learning Using Sampling Theory for Graph Signals
Oct 7, 2014
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1643 views

Active Collaborative Permutation Learning
Oct 7, 2014
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2096 views

Large-Scale Adaptive Semi-Supervised Learning via Unified Inductive and Transduc...
Oct 7, 2014
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1640 views

Active Learning For Sparse Bayesian Multilabel Classification
Oct 7, 2014
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2443 views
Graph Mining and Modeling

Core Decomposition of Uncertain Graphs
Oct 7, 2014
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3565 views

Learning Multifractal Structure in Large Networks
Oct 7, 2014
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1638 views

Inside the Atoms: Ranking on a Network of Networks
Oct 7, 2014
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1637 views

Focused Clustering and Outlier Detection in Large Attributed Graphs
Oct 7, 2014
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1845 views

Temporal Skeletonization on Sequential Data: Patterns, Categorization, and Visua...
Oct 7, 2014
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2834 views
Clustering

Relevant Overlapping Subspace Clusters on Categorical Data
Oct 7, 2014
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2301 views

Batch Discovery of Recurring Rare Classes toward Identifying Anomalous Samples
Oct 7, 2014
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2117 views

SMVC: Semi-Supervised Multi-View Clustering in Subspace Projections
Oct 7, 2014
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2317 views
Trend, Anomaly, and Novelty Detection

Learning Time-Series Shapelets
Oct 7, 2014
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2925 views

Sleep Analytics and Online Selective Anomaly Detection
Oct 7, 2014
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1656 views

FBLG: A Simple and Effective Approach for Temporal Dependence Discovery from Tim...
Oct 7, 2014
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1938 views

Utilizing Temporal Patterns for Estimating Uncertainty in Interpretable Early De...
Oct 7, 2014
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1638 views
Social Network Analysis

Analyzing Expert Behaviors in Collaborative Networks
Oct 7, 2014
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5400 views

Network Structural Analysis via Core-Tree-Decomposition
Oct 7, 2014
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1996 views

Predicting Long-Term Impact of CQA Posts: A Comprehensive Viewpoint
Oct 7, 2014
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1465 views

Using Strong Triadic Closure to Characterize Ties in Social Networks
Oct 7, 2014
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2379 views

Who Are Experts Specializing in Landscape Photography?
Oct 7, 2014
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1861 views
Large-scale Optimization and Learning

Streaming Submodular Maximization: Massive Data Summarization on the Fly
Oct 7, 2014
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2585 views

Distance Queries from Sampled Data: Accurate and Efficient
Oct 7, 2014
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1478 views

DeepWalk: Online Learning of Social Representations
Oct 7, 2014
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4317 views

Improved Testing of Low Rank Matrices
Oct 7, 2014
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1455 views

Efficient Mini-batch Training for Stochastic Optimization
Oct 7, 2014
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2284 views
Topic Modeling

Dynamics of News Events and Social Media Reaction
Oct 7, 2014
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1585 views

SigniTrend: Scalable Detection of Emerging Topics in Textual Streams by Hashed S...
Oct 7, 2014
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3094 views

Reducing the Sampling Complexity of Topic Models
Oct 7, 2014
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3102 views

Experiments with Non-parametric Topic Models
Oct 7, 2014
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2083 views

TCS: Efficient Topic Discovery over Crowd-oriented Service Data
Oct 7, 2014
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2435 views
Network Community Detection

On the Permanence of Vertices in Network Communities
Oct 7, 2014
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2342 views

Community Detection in Graphs through Correlation
Oct 7, 2014
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1927 views

The Interplay Between Dynamics and Networks: Centrality, Communities, and Cheege...
Oct 7, 2014
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1735 views

Heat Kernel Based Community Detection
Oct 7, 2014
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1666 views

Community Membership Identification from Small Seed Sets
Oct 7, 2014
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2013 views
Dimensionality Reduction

Clustering and Projected Clustering with Adaptive Neighbors
Oct 7, 2014
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2490 views

Fast DTT - A Near Linear Algorithm for Decomposing a Tensor into Factor Tensors
Oct 7, 2014
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2161 views

LWI-SVD: Low-rank, Windowed, Incremental Singular Value Decompositions on Time-E...
Oct 7, 2014
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1980 views

Provable Deterministic Leverage Score Sampling
Oct 7, 2014
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1682 views

Semantic Visualization for Spherical Representation
Oct 7, 2014
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1543 views
Novel Applications

Inferring Gas Consumption and Pollution Emission of Vehicles throughout a City
Oct 8, 2014
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2791 views

Grouping Students in Educational Settings
Oct 7, 2014
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1702 views

Exploiting Geographic Dependencies for Real Estate Appraisal
Oct 7, 2014
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2351 views

Methods for Ordinal Peer Grading
Oct 7, 2014
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2323 views

Towards Scalable Critical Alert Mining
Oct 7, 2014
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1557 views
Crowds and Markets

Optimal Real-Time Bidding for Display Advertising
Oct 7, 2014
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2777 views

Networked Bandits with Disjoint Linear Payoffs
Oct 7, 2014
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1938 views

From Labor to Trader: Opinion Elicitation via Online Crowds as a Market
Oct 7, 2014
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1916 views

Modeling Delayed Feedback in Display Advertising
Oct 7, 2014
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1869 views

Quantifying Herding Effects in Crowd Wisdom
Oct 7, 2014
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1695 views
Social and Information Networks

Who to Follow and Why: Link Prediction with Explanations
Oct 7, 2014
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2796 views

Fast Influence-based Coarsening for Large Networks
Oct 7, 2014
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1609 views

Activity-edge Centric Multi-label Classification for Mining Heterogeneous Inform...
Oct 7, 2014
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1890 views

Meta-path based Multi-network Collective Link Prediction
Oct 7, 2014
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2403 views

Minimizing Seed Set Selection with Probabilistic Coverage Guarantee in a Social ...
Oct 7, 2014
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1702 views
Web Mining

Personalized Search Result Diversification via Structured Learning
Oct 7, 2014
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2069 views

Crowdsourced Time-sync Video Tagging using Temporal and Personalized Topic Model...
Oct 7, 2014
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2279 views

Identifying and Labeling Search Tasks via Query-based Hawkes Processes
Oct 7, 2014
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1678 views

LaSEWeb: Automating Search Strategies over Semi-structured Web Data
Oct 7, 2014
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1703 views

Open-domain Quantity Queries on Web Tables: Annotation, Response, and Consensus ...
Oct 7, 2014
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1776 views
Recommendations and Rankings

Optimal Recommendations under Attraction, Aversion, and Social Influence
Oct 7, 2014
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2396 views

Product Selection Problem: Improve Market Share by Learning Consumer Behavior
Oct 7, 2014
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3606 views

Detecting Anomalies in Dynamic Rating Data: A Robust Probabilistic Model for Rat...
Oct 7, 2014
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1785 views

ClusCite: Effective Citation Recommendation by Information Network-Based Cluster...
Oct 7, 2014
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2292 views

GeoMF: Joint Geographical Modeling and Matrix Factorization for Point-of-Interes...
Oct 7, 2014
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3161 views
Transfer Learning

Scalable Heterogeneous Translated Hashing
Oct 7, 2014
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2290 views

Unifying Learning to Rank and Domain Adaptation: Enabling Cross-Task Document Sc...
Oct 7, 2014
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1859 views

Matching Users and Items Across Domains to Improve the Recommendation Quality
Oct 7, 2014
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2431 views

Efficient Multi-Task Feature Learning with Calibration
Oct 7, 2014
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2191 views

Multi-task Copula by Sparse Graph Regression
Oct 7, 2014
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1593 views