22nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), San Francisco 2016

22nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), San Francisco 2016

147 Videos · Aug 12, 2016

About

KDD 2016, a premier interdisciplinary conference, brings together researchers and practitioners from data science, data mining, knowledge discovery, large-scale data analytics, and big data.

Videos

Opening Ceremony

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24:33

A Big Data Perspective

Philip S. Yu

Oct 5, 2016

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1754 views

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01:07:05

Award Ceremony

Oct 5, 2016

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3209 views

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16:13

Opening Ceremony

Sep 28, 2016

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1789 views

Keynote Talks

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01:19:26

A VC View of Investing in ML

Greg Papadopoulos

Aug 31, 2016

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2380 views

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01:23:44

Learning to learn and compositionality with deep recurrent neural networks

Nando de Freitas

Aug 31, 2016

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7156 views

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01:12:16

Graphons and Machine Learning: Modeling and Estimation of Sparse Massive Network...

Jennifer Chayes

Aug 31, 2016

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3478 views

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01:29:26

The Evolving Meaning of Information Security

Whitfield Diffie

Aug 31, 2016

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1742 views

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01:03:56

People, Computers, and The Hot Mess of Real Data

Joseph M. Hellerstein

Aug 31, 2016

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2220 views

Plenary Panel

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01:46:19

Is Deep Learning the New 42?

Aug 31, 2016

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10199 views

Applied Data Science Invited Talks

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32:52

Bayesian Optimization and Embedded Learning Systems

Jeff Schneider

Sep 5, 2016

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1823 views

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39:36

Computational Social Science: Exciting Progress and Future Challenges

Duncan Watts

Sep 5, 2016

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1670 views

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24:53

Democratizing Consumer Identity: Data Science’s Answer to Facebook

Randell Cotta,

Devin Guan

Sep 5, 2016

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1424 views

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34:55

Large Scale Machine Learning at Verizon: Theory and Applications

Jeff Stribling

Sep 5, 2016

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2521 views

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58:33

Big Data Tools and Solutions: The Myths and the Reality

Sep 5, 2016

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1737 views

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38:12

Can You Teach The Elephant To Dance? AKA: Culture Eats Data Science for Breakfas...

Jonathan Becher

Sep 5, 2016

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1601 views

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38:20

The Wisdom of Crowds: Best Practices for Data Prep & Machine Learning derived fr...

Ingo Mierswa

Sep 5, 2016

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1762 views

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37:11

The Dirty Little Secret of Enterprise Data

Andy Palmer

Sep 5, 2016

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1445 views

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39:57

It’s About Time

Caitlin Smallwood

Sep 5, 2016

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1512 views

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38:55

Accelerating the Race to Autonomous Cars

Danny Shapiro

Sep 5, 2016

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1541 views

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01:02:34

Big Data Needs Big Dreamers: Lessons from successful Big Data investors

Sep 5, 2016

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1582 views

Private
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37:04

Learning Sparse Models at Scale

Ralf Herbrich

Sep 5, 2016

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1448 views

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24:39

How Machine Learning has Finally Solved Wanamaker’s Dilemma

Oliver Downs

Sep 5, 2016

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1518 views

Tutorials

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02:12:35

Extracting Optimal Performance From Dynamic Time Warping

Eamonn Keogh,

Abdullah Al Mueen

Sep 9, 2016

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3411 views

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02:46:37

Business Applications of Predicitive Modeling at Scale

Yan Liu,

Songtao Guo,

Qiang Zhu,

Paul Ogilvie

Sep 9, 2016

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2040 views

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03:10:54

Mining Reliable Information from Passively and Actively Crowdsourced Data

Bo Zhao,

Jing Gao,

Wei Fan,

Qi Li,

Jiawei Han

Sep 9, 2016

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2409 views

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02:25:28

Scalable Learning of Graphical Models

François Petitjean,

Geoff Webb

Sep 9, 2016

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1974 views

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03:21:37

Collective Sensemaking via Social Sensors: Extracting, Profiling, Analyzing, and...

Yu-Ru Lin,

Jiebo Luo,

Yuheng Hu

Sep 9, 2016

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2208 views

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03:11:49

Algorithmic Bias: From Discrimination Discovery to Fairness-Aware Data Mining

Carlos Castillo,

Francesco Bonchi

Sep 9, 2016

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2280 views

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03:16:10

Healthcare Data Mining with Matrix Models

Ping Zhang,

Fei Wang,

Joel Dudley

Sep 9, 2016

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2400 views

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03:02:48

Leveraging Propagation for Data Mining: Models, Algorithms and Applications

Naren Ramakrishnan,

B. Aditya Prakash

Sep 9, 2016

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2104 views

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02:52:26

IoT Big Data Stream Mining

João Gama,

Albert Bifet,

Latifur Khan

Sep 9, 2016

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2405 views

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02:11:24

Lifelong Machine Learning and Computer Reading the Web

Estevam R. Hruschka,

Zhiyuan (Brett) Chen,

Bing Liu

Sep 9, 2016

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2454 views

Hands-On Tutorials

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02:46:16

Scalable R on Spark

Hang Zhang,

John-Mark Agosta,

Debraj GuhaThakurta,

Vanja Paunić,

Robert Horton,

Mario Inchiosa,

Srini Kumar,

Mengyue Zhao

Sep 16, 2016

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3399 views

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02:17:04

MXNet

Tianqi Chen,

Mu Li

Sep 16, 2016

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2265 views

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03:16:32

Introduction to Spark 2.0

Matei Zaharia,

Michael Armbrust,

Doug Bateman,

Reynold Xin

Sep 16, 2016

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2376 views

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02:20:06

Getting Started with Amazon Web Services Bootcamp

Androski Spicer,

Ujjwal Ratan,

Jack Hemion

Sep 16, 2016

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1471 views

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01:51:39

Building Recommender Systems using Photon ML

Deepak Agarwal,

Alex Shelkovnykov,

Josh Fleming,

Paul Ogilvie,

Bee-Chung Chen,

Xianxing Zhang

Sep 16, 2016

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3766 views

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01:35:27

Streaming Analytics

Ashish Gupta

Sep 16, 2016

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1665 views

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02:18:48

Big Natural Language Data Processing

Matt Seal,

Gabor Melli

Sep 16, 2016

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1644 views

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02:48:34

CNTK - Microsoft’s open-source deep-learning toolkit

Amit Agarwal,

Frank Seide

Sep 16, 2016

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3834 views

Applied Data Science Session: Social Good - I

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26:46

Firebird: Predicting Fire Risk and Prioritizing Fire Inspections in Atlanta

Wenwen Zhang,

Oliver Haimson,

Michael Madaio,

Shang-Tse Chen

Sep 22, 2016

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1732 views

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29:10

Aircraft Trajectory Prediction made easy with Predictive Analytics

Samet Ayhan

Sep 22, 2016

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1504 views

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13:34

Identifying Police Officers at Risk of Adverse Events

Joe Walsh

Sep 22, 2016

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1498 views

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23:42

Catch Me If You Can: Detecting Pickpocket Suspects from Large-Scale Transit Reco...

Chuanren Liu

Sep 22, 2016

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1428 views

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24:16

Dynamic and Robust Wildfire Risk Prediction System: An Unsupervised Approach

Laura Rusu

Sep 22, 2016

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1135 views

Applied Data Science Session: Recommendations and Ranking

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23:41

Contextual Intent Tracking for Personal Assistants

Yu Sun

Sep 22, 2016

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1653 views

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15:51

An Empirical Study on Recommendation with Multiple Types of Feedback

Liang Tang

Sep 22, 2016

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1525 views

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25:32

Minimizing Legal Exposure for High-Tech Companies through Collaborative Filterin...

Bo Jin

Sep 22, 2016

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1253 views

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20:54

Collaborative Knowledge Base Embedding for Recommender Systems

Fuzheng Zhang

Sep 22, 2016

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1869 views

Private
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23:46

Ranking Relevance in Yahoo Search

Dawei Yin

Sep 22, 2016

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1406 views

Applied Data Science Session: Social Networks and Social Media

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30:55

EMBERS at 4 years: Experiences operating an Open Source Indicators Forecasting S...

Sathappan Muthiah

Sep 22, 2016

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1270 views

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20:20

Email Volume Optimization at LinkedIn

Rupesh Gupta

Sep 22, 2016

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2116 views

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22:39

Engagement Capacity and Engaging Team Formation for Reach Maximization of Online...

Shounak Gore

Sep 22, 2016

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1245 views

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23:41

Identifying Decision Makers from Professional Social Networks

Shipeng Yu

Sep 22, 2016

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1448 views

Private
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26:40

Audience Expansion for Online Social Network Advertising

Haishan Liu

Sep 22, 2016

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1120 views

Applied Data Science Session: Machine Learning Algorithms

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19:18

Deep Crossing: Web-Scale Modeling without Manually Crafted Combinatorial Feature...

Ying Shan

Sep 22, 2016

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1877 views

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18:53

Online dual decomposition for performance and delivery-based distributed ad allo...

Jim C. Huang

Sep 22, 2016

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1373 views

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22:51

Matrix Computations and Optimization in Apache Spark

Reza Bosagh Zadeh

Sep 22, 2016

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1344 views

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27:18

GLMix: Generalized Linear Mixed Models For Large Scale Response Prediction

Xianxing Zhang

Sep 22, 2016

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1427 views

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20:48

Boosted Decision Tree Regression Adjustment for Variance Reduction of Online Con...

Alexey Drutsa

Sep 22, 2016

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1481 views

Applied Data Science Session: Systems and Experimentation

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27:05

Evaluating Mobile App Release

Ya Xu

Sep 22, 2016

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1295 views

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25:11

Question Independent Grading using Machine Learning: The Case of Computer Progra...

Gursimran Singh

Sep 22, 2016

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1318 views

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31:49

Data-Driven Metric Development for Online Controlled Experiments: Seven Lessons ...

Xiaolin Shi

Sep 22, 2016

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1672 views

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18:09

Predicting Disk Replacement towards Reliable Data Centers

Mirela Madalina Botezatu

Sep 22, 2016

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1440 views

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27:07

Anomaly Detection Using Program Control Flow Graph Mining from Execution Logs

Animesh Nandi

Sep 22, 2016

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1447 views

Applied Data Science Session: E-Commerce

Private
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21:17

Large-Scale Item Categorization in e-Commerce Using Multiple Recurrent Neural Ne...

Jung-Woo Ha

Sep 22, 2016

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1594 views

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19:16

From Online Behaviors to Offline Retailing

Qing He

Sep 22, 2016

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1420 views

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22:21

Predictors without Borders: Behavioral Modeling of Product Adoption in Three Dev...

Muhammad Khan

Sep 22, 2016

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1319 views

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25:06

Repeat Buyer Prediction for E-Commerce

Wei Chen

Sep 22, 2016

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1547 views

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27:01

An Engagement-Based Customer Lifetime Value System for E-commerce

Ali Vanderveld

Sep 22, 2016

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1484 views

Research Session: Graphs and Rich Data

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22:57

CatchTartan: Representing and Summarizing Dynamic Multicontextual Behaviors

Meng Jiang

Sep 25, 2016

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1637 views

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21:40

FRAUDAR: Bounding Graph Fraud in the Face of Camouflage

Bryan Hooi

Sep 25, 2016

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1530 views

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22:44

Graph Wavelets via Sparse Cuts

Arlei Lopes da Silva

Sep 25, 2016

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1491 views

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22:30

Compact and Scalable Graph Neighborhood Sketching

Takuya Akiba

Sep 25, 2016

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1436 views

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22:04

QUINT: On Query-Specific Optimal Networks

Liangyue Li

Sep 25, 2016

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1387 views

Research Session: Graphs and Social Networks - I

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20:58

Robust Influence Maximization

Xinran He

Sep 25, 2016

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1410 views

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26:19

Robust Influence Maximization

Wei Chen

Sep 25, 2016

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1386 views

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20:35

Come-and-Go Patterns of Group Evolution: A Dynamic Model

Tianyang Zhang

Sep 25, 2016

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1453 views

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12:36

Structural Neighborhood based Classification of Nodes in a Network

Sharad Nandanwar

Sep 25, 2016

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1372 views

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16:21

Asymmetric Transitivity Preserving Graph Embedding

Ziwei Zhang

Sep 25, 2016

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1638 views

Research Session: Graphs and Social Networks - II

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18:13

Joint Community and Structural Hole Spanner Detection via Harmonic Modularity

Lifang He

Sep 25, 2016

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1911 views

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23:29

Inferring Network Effects from Observational Data

David Arbour

Sep 25, 2016

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1486 views

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23:51

Sampling of Attributed Networks From Hierarchical Generative Models

Pablo Robles Granda

Sep 25, 2016

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1302 views

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21:57

FASCINATE: Fast Cross-Layer Dependency Inference on Multi-layered Networks

Chen Chen

Sep 25, 2016

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1582 views

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21:05

FINAL: Fast Attributed Network Alignment

Si Zhang

Sep 25, 2016

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1369 views

Research Session: Clustering

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25:50

Skinny-dip: Clustering in a Sea of Noise

Samuel Maurus

Sep 25, 2016

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1195 views

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24:55

Targeted Topic Modeling for Focused Analysis

Shuai Wang

Sep 25, 2016

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1334 views

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16:01

Dynamic Clustering of Streaming Short Documents

Weinan Zhang

Sep 25, 2016

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1539 views

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17:29

Structured Doubly Stochastic Matrix for Graph Based Clustering

Xiaoqian Wang

Sep 25, 2016

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1779 views

Private
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21:38

AnyDBC: An Efficient Anytime Density-based Clustering Algorithm for Very Large C...

Son Thai Mai

Sep 25, 2016

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1206 views

Research Session: Unsupervised Learning and Anomaly Detection

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18:11

Semi-Markov Switching Vector Autoregressive Model-based Anomaly Detection in Avi...

Bryan Matthews

Sep 25, 2016

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1397 views

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27:21

Ranking Causal Anomalies via Temporal and Dynamical Analysis on Vanishing Correl...

Wei Cheng

Sep 25, 2016

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1313 views

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23:36

Overcoming key weaknesses of Distance-based Neighbourhood Methods using a Data D...

Kai Ming Ting

Sep 25, 2016

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1431 views

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18:57

Partial Label Learning via Feature-Aware Disambiguation

Xiangnan Kong

Sep 25, 2016

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1558 views

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23:14

Modeling Precursors for Event Forecasting via Nested Multi-Instance Learning

Yue Ning

Sep 25, 2016

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1429 views

Research Session: Supervised Learning

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22:26

Privacy-preserving Class Ratio Estimation

Arun Iyer

Sep 25, 2016

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1377 views

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26:12

Extreme Multi-label Loss Functions for Reommencdation, Tagging, Ranking & Other ...

Himanshu Jain

Sep 25, 2016

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1501 views

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13:25

Robust Extreme Multi-label Learning

Chang Xu

Sep 25, 2016

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1566 views

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23:45

Annealed Sparsity via Adaptive and Dynamic Shrinking

Kai Zhang

Sep 25, 2016

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1264 views

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24:26

"Why Should I Trust you?" Explaining the Predictions of Any Classifier

Marco Tulio Ribeiro

Sep 25, 2016

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2304 views

Research Session: User-Behavior Modeling

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16:09

Just One More: Modeling Binge Watching Behavior

William Trouleau

Sep 25, 2016

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1262 views

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18:48

Predicting Matchups and Preferences in Context

Shuo Chen

Sep 25, 2016

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1448 views

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26:44

Assessing Human Error Against a Benchmark of Perfection

Ashton Anderson

Sep 25, 2016

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1538 views

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18:55

Rebalancing Bike Sharing Systems: A Multi-source Data Smart Optimization

Junming Liu

Sep 25, 2016

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1613 views

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17:46

Taxi Driving Behavior Analysis in Latent Vehicle-to-Vehicle Networks: A Social I...

Tong Xu

Sep 25, 2016

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1967 views

Research Session: Large-Scale Data Mining

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24:40

XGBoost: A Scalable Tree Boosting System

Tianqi Chen

Sep 27, 2016

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2789 views

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26:57

Towards Optimal Cardinality Estimation of Unions and Intersections with Sketches

Daniel Ting

Sep 27, 2016

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1413 views

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21:36

Communication Efficient Distributed Kernel Principal Component Analysis

Yingyu Liang

Sep 27, 2016

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1332 views

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21:23

Fast Memory-efficient Anomaly Detection in Streaming Heterogeneous Graphs

Emaad Manzoor

Sep 27, 2016

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1369 views

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16:28

PTE: Enumerating Trillion Triangles On Distributed Systems

Ha-Myung Park

Sep 27, 2016

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1275 views

Research Session: Streams and Temporal Evolution - I

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24:57

Positive Unlabeled Learning in Streaming Networks

Shiyu Chang

Sep 27, 2016

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1735 views

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24:00

TRIEST: Counting Local and Global Triangles in Fully-Dynamic Streams with Fixed ...

Lorenzo De Stefani

Sep 27, 2016

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1181 views

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22:41

Temporal Order-based First-Take-All Hashing for Fast Attention-Deficit-Hyperacti...

Hao Hu

Sep 27, 2016

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1376 views

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19:40

NetCycle: Collective Evolution Inference in Heterogeneous Information Networks

Yizhou Zhang

Sep 27, 2016

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1331 views

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18:11

Approximate Personalized PageRank on Dynamic Graphs

Hongyang Zhang

Sep 27, 2016

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1274 views

Research Session: Streams and Temporal Evolution - II

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18:34

GMove: Group-Level Mobility Modeling using Geo-Tagged Social Media

Chao Zhang

Sep 27, 2016

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1559 views

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28:50

A multiple test correction for streams and cascades of statistical hypothesis te...

Geoff Webb

Sep 27, 2016

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1433 views

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26:54

A Subsequence Interleaving Model for Sequential Pattern Mining

Jaroslav Fowkes

Sep 27, 2016

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1135 views

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24:49

Continuous Experience-aware Language Model

Subhabrata Mukherjee

Sep 27, 2016

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2022 views

Research Session: Deep Learning and Embedding

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22:24

Structural Deep Network Embedding

Daixin Wang

Sep 27, 2016

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1864 views

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21:05

ABRA: Approximating Betweenness Centrality in Static and Dynamic Graphs with Rad...

Matteo Riondato

Sep 27, 2016

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1329 views

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25:44

node2vec: Scalable Feature Learning for Networks

Aditya Grover

Sep 27, 2016

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2424 views

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17:30

DeepIntent: Learning Attentions for Online Advertising with Recurrent Neural Net...

Shuangfei Zhai

Sep 27, 2016

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2073 views

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24:13

Smart Reply: Automated Response Suggestion for Email

Anjuli Kannan

Sep 27, 2016

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1699 views

Research Session: Recommender System

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22:30

When Social Influence Meets Item Inference

Hui-Ju Hung

Sep 27, 2016

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1338 views

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19:52

Point-of-Interest Recommendations: Learning Potential Check-ins from Friends

Huayu Li

Sep 27, 2016

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1703 views

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23:27

Towards Conversational Recommender Systems

Konstantina Christakopoulou

Sep 27, 2016

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2137 views

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20:41

Goal-Directed Inductive Matrix Completion

Si Si

Sep 27, 2016

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1523 views

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26:02

The Limits of Popularity-Based Recommendations, and the Role of Social Ties

Alessandro Panconesi

Sep 27, 2016

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1231 views

Research Session: Sequence Mining

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24:32

Regime Shifts in Streams: Real-time Forecasting of Co-evolving Time Sequences

Yasuko Matsubara

Sep 27, 2016

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1694 views

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22:14

Lexis: An Optimization Framework for Discovering the Hierarchical Structure of S...

Payam Siyari

Sep 27, 2016

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1579 views

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22:05

Unified Point-of-Interest Recommendation with Temporal Interval Assessment

Yanchi Liu

Sep 27, 2016

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1645 views

Private
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22:10

Keeping it Short and Simple: Summarising Complex Event Sequences with Multivaria...

Roel Bertens

Sep 27, 2016

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1195 views

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23:32

Mining Subgroups with Exceptional Transition Behavior

Florian Lemmerich

Sep 27, 2016

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1312 views

Research Session: Optimization

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25:01

Robust Large-Scale Machine Learning in the Cloud

Steffen Rendle

Sep 27, 2016

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1784 views

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23:46

Revisiting Random Binning Feature: Fast Convergence and Strong Parallelizability

Lingfei Wu

Sep 27, 2016

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1378 views

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22:23

Accelerating Online CP Decompositions for Higher Order Tensors

Shuo Zhou

Sep 27, 2016

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1485 views

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21:55

Generalized Hierarchical Sparse Model for Arbitrary-Order Interactive Antigenic ...

Lei Han

Sep 27, 2016

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1350 views

Networking Session: Data Science of China @ KDD 2016

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16:22

Urban Computing: Using Big Data to Tackle Urban Challenges

Yu Zheng

Nov 7, 2016

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1298 views

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23:29

Network Representation: A Revisit in the Big Data Era

Peng Cui

Nov 7, 2016

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1872 views

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13:17

Mining Brain Networks

Philip S. Yu

Nov 7, 2016

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1410 views

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18:06

Graph Processing and Mining in the Era of Big Data

Chengqi Zhang

Nov 7, 2016

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1422 views

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24:42

Big Data Analytics in Science

Wei Wang

Nov 7, 2016

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1980 views

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15:12

People Analytics in Human Resources

Hui Xiong

Nov 7, 2016

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1450 views

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16:29

Data Science Tools and Platforms for Business Applications

Jian Pei

Nov 7, 2016

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1526 views

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23:43

AMiner: Toward Understanding Big Scholar Data

Jie Tang

Nov 7, 2016

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1435 views

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30:46

Mining Structures from Massive Text Corpora

Jiawei Han

Nov 7, 2016

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1622 views