Research Track

Research Track

108 Videos · Jun 28, 2009

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Videos

Clustering Track

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24:27

Adapting the Right Measures for K-Means Clustering

Junjie Wu

Sep 14, 2009

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5482 views

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11:43

Co-Clustering on Manifolds

Jie Zhou

Sep 14, 2009

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5337 views

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26:57

Improving Clustering Stability with Combinatorial MRFs

Ron Bekkerman

Sep 14, 2009

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4303 views

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12:56

A Principled and Flexible Framework for Finding Alternative Clusterings

Ian Davidson

Sep 14, 2009

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3380 views

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23:08

Ranking-Based Clustering of Heterogeneous Information Networks with Star Network...

Yizhou Sun

Sep 14, 2009

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7407 views

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16:11

Fast Approximate Spectral Clustering

Donghui Yan

Sep 14, 2009

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5065 views

Recommender Systems Track

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16:52

Regression-Based Latent Factor Models

Deepak Agarwal

Sep 14, 2009

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7764 views

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24:07

Collaborative Filtering with Temporal Dynamics

Yehuda Koren

Sep 14, 2009

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16523 views

Draft
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13:20

Mind the Gaps: Weighting the Unknown in Large-Scale One-Class Collaborative Filt...

Martin Scholz

Sep 4, 2019

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168 views

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15:30

TANGENT: A Novel, 'Surprise-me' Recommendation Algorithm

Kensuke Onuma

Sep 14, 2009

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4516 views

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20:55

TrustWalker: A Random Walk Model for Combining Trust-Based and Item-Based Recomm...

Mohsen Jamali

Sep 14, 2009

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6569 views

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11:22

Learning Optimal Ranking with Tensor Factorization for Tag Recommendation

Steffen Rendle

Sep 14, 2009

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5378 views

Temporal & Streams Mining Track

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11:32

Toward Autonomic Grids: Analyzing the Job Flow with Affinity Streaming

Xiangliang Zhang

Sep 14, 2009

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4362 views

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13:45

Grouped Graphical Granger Modeling Methods for Temporal Causal Modeling

Aurélie C. Lozano

Sep 14, 2009

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4096 views

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25:53

Spatial-Temporal Causal Modeling for Climate Change Attribution

Aurélie C. Lozano

Sep 14, 2009

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4428 views

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26:03

Issues in Evaluation of Stream Learning Algorithms

João Gama

Sep 14, 2009

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4592 views

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18:23

New Ensemble Methods for Evolving Data Streams

Albert Bifet

Sep 14, 2009

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4683 views

Draft
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13:19

Causality Quantification and Its Applications: Structuring and Modeling of Multi...

Takashi Shibuya

Sep 14, 2009

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438 views

Social Content Track

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20:10

Exploiting Wikipedia as External Knowledge for Document Clustering

Xiaohua Tony Hu

Sep 14, 2009

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4205 views

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16:50

Characterizing Individual Communication Patterns

Robert Dean Malmgren

Sep 14, 2009

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3730 views

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23:16

Collective Annotation of Wikipedia Entities in Web Text

Sayali Kulkarni

Sep 14, 2009

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5593 views

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23:41

Analyzing Patterns of User Content Generation in Online Social Networks

Lei Guo

Sep 14, 2009

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5186 views

Supervised Learning Track

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14:30

Cross Domain Distribution Adaptation via Kernel Mapping

Wei Fan

Sep 14, 2009

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4449 views

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15:05

Feature Shaping for Linear SVM Classifiers

Martin Scholz

Sep 14, 2009

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3788 views

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23:21

Primal Sparse Max-Margin Markov Networks

Jun Zhu

Sep 14, 2009

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3978 views

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25:57

Large-Scale Sparse Logistic Regression

Jieping Ye

Sep 14, 2009

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7295 views

Anomaly & Streams Track

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25:20

Learning with a Non-Exhaustive Training Dataset: Detection of Bacteria Cultures ...

M. Murat Dundar

Sep 14, 2009

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3731 views

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26:23

Genre-Based Decomposition of Email Class Noise

Aleksander Kołcz

Sep 14, 2009

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3013 views

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12:25

DynaMMo: Mining and Summarization of Coevolving Sequences with Missing Values

Christos Faloutsos

Sep 14, 2009

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3723 views

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11:52

Efficient Anomaly Monitoring Over Moving Object Trajectory Streams

Yingyi Bu

Sep 14, 2009

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4056 views

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04:58

CoCo: Coding Cost for Parameter-free Outlier Detection

Nikola Müller

Sep 14, 2009

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3596 views

Text Mining Track

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17:18

Connections between the Lines: Augmenting Social Networks with Text

Jonathan Chang

Sep 14, 2009

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4496 views

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12:43

Efficient Methods for Topic Model Inference on Streaming Document Collections

David Mimno

Sep 14, 2009

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4512 views

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19:29

Structured Correspondence Topic Models for Mining Captioned Figures in Biologica...

Amr Ahmed

Sep 14, 2009

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3837 views

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14:44

Extracting Discriminative Concepts for Domain Adaptation in Text Mining

Bo Chen

Sep 14, 2009

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3767 views

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16:42

Name-Ethnicity Classification from Open Sources

Swapna Male

Sep 14, 2009

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3700 views

Graph Mining Track

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15:00

Doulion: Counting Triangles in Massive Graphs with a Coin

Charalampos E. Tsourakakis

Aug 14, 2009

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6138 views

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22:22

Constant-Factor Approximation Algorithms for Identifying Dynamic Communities

Chayant Tantipathananandh

Sep 14, 2009

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3834 views

Private
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14:57

Combining Link and Content for Community Detection: A Discriminative Approach

Sep 14, 2009

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2270 views

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24:49

Parallel Community Detection on Large Networks with Propinquity Dynamics

Yuzhou Zhang

Sep 14, 2009

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4649 views

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14:57

Large-Scale Graph Mining Using Backbone Refinement Classes

Andreas Maunz

Sep 14, 2009

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4232 views

Search & Advertising Track

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18:10

Mining Broad Latent Query Aspects from Search Sessions

Kunal Punera

Sep 14, 2009

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3122 views

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26:08

Mining Rich Session Context to Improve Web Search

Guangyu Zhu

Sep 14, 2009

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4022 views

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16:34

BBM: Bayesian Browsing Model from Petabyte-scale Data

Chao Liu

Sep 14, 2009

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3252 views

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15:22

On Burstiness-Aware Search for Document Sequences

Theodoros Lappas

Sep 14, 2009

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3084 views

Private
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16:18

Audience Selection for On-line Brand Advertising: Privacy-friendly Social Networ...

Foster Provost

Sep 14, 2009

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2068 views

Combined: Anomaly Detection Track

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19:54

A LRT Framework for Fast Spacial Anomaly Detection

Christopher M. Jermaine

Sep 14, 2009

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3889 views

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12:23

Category Detection Using Hierarchical Mean Shift

Weng-Keen Wong

Aug 14, 2009

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4371 views

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19:10

Anomalous Window Discovery through Scan Statistics for Linear Intersecting Paths...

Lei Shi

Sep 14, 2009

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3484 views

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11:17

BGP-lens: Patterns and Anomalies in Internet Routing Updates

B. Aditya Prakash

Sep 14, 2009

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4776 views

Private
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11:04

Network Anomaly Detection based on Eigen Equation Compression

Shunsuke Hirose

Aug 14, 2009

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1980 views

Statistical & Consensus Methods Track

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15:32

Consensus Group Stable Feature Selection

Steven Loscalzo

Sep 14, 2009

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3766 views

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15:41

Scalable Pseudo-Likelihood Estimation in Hybrid Random Fields

Antonino Freno

Sep 14, 2009

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3598 views

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14:36

Heterogeneous Source Consensus Learning via Decision Propagation and Negotiation

Wei Fan

Sep 14, 2009

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3434 views

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14:41

Constrained Optimization for Validation-Guided Conditional Random Field Learning

Minmin Chen

Sep 14, 2009

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4352 views

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27:14

Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mini...

Sami Hanhijärvi

Sep 14, 2009

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3502 views

Privacy & Semi-Supervised Methods Track

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16:05

Differentially Private Recommender Systems: Building Privacy into the Netflix Pr...

Frank McSherry

Sep 14, 2009

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4045 views

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15:52

On the Tradeoff Between Privacy and Utility in Data Publishing

Tiancheng Li

Sep 14, 2009

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4239 views

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25:23

Collusion-Resistant Anonymous Data Collection Method

Mafruz Zaman Ashrafi

Sep 14, 2009

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3929 views

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23:19

The Offset Tree for Learning with Partial Labels

John Langford

Sep 14, 2009

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3462 views

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12:09

Information Theoretic Regularization for Semi-Supervised Boosting

Lei Zheng

Sep 14, 2009

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3103 views

Pattern Mining Applications Track

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10:14

WhereNext: a Location Predictor on Trajectory Pattern Mining

Roberto Trasarti

Sep 14, 2009

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5448 views

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11:01

An Association Analysis Approach to Biclustering

Gaurav Pandey

Sep 14, 2009

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5266 views

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10:58

Learning, Indexing, and Diagnosing Network Faults

Mudhakar Srivatsa

Sep 14, 2009

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2925 views

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17:25

Classification of Software Behaviors for Failure Detection: A Discriminative Pat...

David Lo

Sep 14, 2009

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3976 views

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29:05

Mining Discrete Patterns via Binary Matrix Factorization

Jieping Ye

Sep 14, 2009

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4970 views

Social Networks Track

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13:07

Mining Social Networks for Personalized Email Prioritization

Shinjae Yoo

Sep 14, 2009

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3605 views

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29:13

On Compressing Social Networks

Ravi Kumar

Sep 14, 2009

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4022 views

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14:19

Social Influence Analysis in Large-scale Networks

Jie Tang

Sep 14, 2009

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6608 views

Private
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15:18

Efficient Influence Maximization in Social Networks

Yajun Wang

Sep 14, 2009

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2057 views

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16:18

Finding a Team of Experts in Social Networks

Theodoros Lappas

Sep 14, 2009

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4693 views

Web & Behavior Mining Track

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24:02

Large-Scale Behavioral Targeting

Ye Chen

Sep 14, 2009

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8281 views

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15:13

User Grouping Behavior in Online Forums

Xiaolin Shi

Sep 14, 2009

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5302 views

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18:24

Mining for the Most Certain Predictions from Dyadic Data

Meghana Deodhar

Sep 14, 2009

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3563 views

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28:26

Exploring Social Tagging Graph for Web Object Classification

Zhijun Yin

Sep 14, 2009

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3588 views

Active Learning Track

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21:45

Regret-based Online Ranking for a Growing Digital Library

Erick Delage

Sep 14, 2009

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3294 views

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21:24

Improving Data Mining Utility with Projective Sampling

Mark Last

Sep 14, 2009

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3753 views

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18:43

Effective Multi-Label Active Learning for Text Classification

Bishan Yang

Sep 14, 2009

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5428 views

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19:20

Efficiently Learning the Accuracy of Labeling Sources for Selective Sampling

Pinar Donmez

Sep 14, 2009

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4023 views

Dynamic Social Networks Track

Draft
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13:41

Co-evolution of Social and Affiliation Networks

Elena Zheleva

Sep 14, 2009

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425 views

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15:38

Measuring the Effects of Preprocessing Decisions and Network Forces in Dynamic N...

Jerry Scripps

Sep 14, 2009

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2873 views

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24:13

Learning Patterns in the Dynamics of Biological Networks

Chang hun You

Sep 14, 2009

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3138 views

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18:39

Meme-tracking and the dynamics of the news cycle

Jure Leskovec

Sep 14, 2009

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9513 views

Multi-Relational Mining Track

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22:24

A Multi-Relational Approach to Spatial Classification

Richard Frank

Sep 14, 2009

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4612 views

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15:44

MetaFac: Community Discovery via Relational Hypergraph Factorization

Yu-Ru Lin

Sep 14, 2009

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4281 views

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15:45

Using Graph-based Metrics with Empirical Risk Minimization to Speed Up Active Le...

Sofus Attila Macskassy

Sep 14, 2009

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3214 views

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14:29

Characteristic Relational Patterns

Arne Koopman

Sep 14, 2009

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3588 views

Private
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15:43

Relational Learning via Latent Social Dimensions

Sep 14, 2009

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1949 views

on and Management of Data Center Chillers using Temporal

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13:38

Detection of Unique Temporal Segments by Information Theoretic Meta-clustering

Shin Ando

Sep 14, 2009

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3283 views

Private
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22:14

Learning Dynamic Temporal Graphs for Oil-production Equipment Monitoring System

Yan Liu

Aug 14, 2009

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2139 views

Private
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22:18

Sustainable Operation and Management of Data Center Chillers using Temporal Data...

Manish Marwah

Aug 14, 2009

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1772 views

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13:28

Temporal mining for interactive workflow data analysis

Michele Berlingerio

Sep 14, 2009

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4036 views

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18:43

Time Series Shapelets: A New Primitive for Data Mining

Lexiang Ye

Sep 14, 2009

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7335 views

Frequent Patterns Track

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34:46

Towards Efficient Mining of Proportional Fault-Tolerant Frequent Itemsets

Vivekanand Gopalkrishnan

Sep 14, 2009

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3491 views

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13:38

Correlated Itemset Mining in ROC Space: A Constraint Programming Approach

Siegfried Nijssen

Sep 14, 2009

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4179 views

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22:37

Probabilistic Frequent Itemset Mining in Uncertain Databases

Florian Verhein

Sep 14, 2009

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3293 views

Web Mining Track

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23:11

Optimizing Web Traffic via the Media Scheduling Problem

Lars Backstrom

Sep 14, 2009

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3676 views

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14:48

A Viewpoint-based Approach for Interaction Graph Analysis

Sitaram Asur

Sep 14, 2009

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4188 views

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15:34

A Generalized Co-HITS Algorithm and Its Application to Bipartite Graphs

Hongbo Deng

Sep 14, 2009

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5495 views

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26:04

Turning Down the Noise in the Blogosphere

Gaurav Veda

Sep 14, 2009

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3949 views

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14:06

Scalable Graph Clustering Using Stochastic Flows: Applications to Community Disc...

Venu Satuluri

Sep 14, 2009

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4409 views

Combined: Applications Track

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11:31

Enabling Analysts in Managed Services for CRM Analytics

Shantanu Godbole

Sep 14, 2009

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3839 views

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11:53

COA: Finding Novel Patents through Text Analysis

W. Scott Spangler

Jan 11, 2010

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4360 views

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16:26

Drosophila Gene Expression Pattern Annotation Using Sparse Features and Term-ter...

Jieping Ye

Sep 14, 2009

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3496 views

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13:06

Quantification and Semi-supervised Classification Methods for Handling Changes i...

Gary M. Weiss

Sep 14, 2009

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3634 views

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19:22

Augmenting the Generalized Hough Transform to Enable the Mining of Petroglyphs

Qiang Zhu

Sep 14, 2009

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3749 views

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29:02

Mining Brain Region Connectivity for Alzheimer's Disease Study via Sparse Invers...

Jieping Ye

Sep 14, 2009

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3872 views

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21:57

Multi-focal Learning and Its Application to Customer Service Support

Yong Ge

Sep 14, 2009

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3299 views