22nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), San Francisco 2016
141 Lectures · Aug 12, 2016
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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.
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Uploaded videos:
Opening Ceremony
Opening Ceremony
Sep 28, 2016
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1788 Views
Award Ceremony
Oct 05, 2016
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3207 Views
A Big Data Perspective
Oct 05, 2016
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1754 Views
Keynote Talks
Graphons and Machine Learning: Modeling and Estimation of Sparse Massive Network...
Aug 31, 2016
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3474 Views
People, Computers, and The Hot Mess of Real Data
Aug 31, 2016
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2219 Views
A VC View of Investing in ML
Aug 31, 2016
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2378 Views
The Evolving Meaning of Information Security
Aug 31, 2016
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1740 Views
Learning to learn and compositionality with deep recurrent neural networks
Aug 31, 2016
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7150 Views
Plenary Panel
Is Deep Learning the New 42?
Aug 31, 2016
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10196 Views
Applied Data Science Invited Talks
Can You Teach The Elephant To Dance? AKA: Culture Eats Data Science for Breakfas...
Sep 05, 2016
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1600 Views
Large Scale Machine Learning at Verizon: Theory and Applications
Sep 05, 2016
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2519 Views
Computational Social Science: Exciting Progress and Future Challenges
Sep 05, 2016
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1667 Views
Bayesian Optimization and Embedded Learning Systems
Sep 05, 2016
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1821 Views
The Wisdom of Crowds: Best Practices for Data Prep & Machine Learning derived fr...
Sep 05, 2016
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1760 Views
How Machine Learning has Finally Solved Wanamaker’s Dilemma
Sep 05, 2016
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1518 Views
Accelerating the Race to Autonomous Cars
Sep 05, 2016
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1540 Views
It’s About Time
Sep 05, 2016
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1510 Views
The Dirty Little Secret of Enterprise Data
Sep 05, 2016
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1442 Views
Democratizing Consumer Identity: Data Science’s Answer to Facebook
Sep 05, 2016
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1424 Views
Big Data Needs Big Dreamers: Lessons from successful Big Data investors
Sep 05, 2016
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1581 Views
Big Data Tools and Solutions: The Myths and the Reality
Sep 05, 2016
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1736 Views
Tutorials
Mining Reliable Information from Passively and Actively Crowdsourced Data
Sep 09, 2016
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2372 Views
Leveraging Propagation for Data Mining: Models, Algorithms and Applications
Sep 09, 2016
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2096 Views
Business Applications of Predicitive Modeling at Scale
Sep 09, 2016
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2034 Views
Scalable Learning of Graphical Models
Sep 09, 2016
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1968 Views
Collective Sensemaking via Social Sensors: Extracting, Profiling, Analyzing, and...
Sep 09, 2016
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2199 Views
Lifelong Machine Learning and Computer Reading the Web
Sep 09, 2016
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2449 Views
Healthcare Data Mining with Matrix Models
Sep 09, 2016
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2398 Views
Algorithmic Bias: From Discrimination Discovery to Fairness-Aware Data Mining
Sep 09, 2016
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2255 Views
Extracting Optimal Performance From Dynamic Time Warping
Sep 09, 2016
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3393 Views
IoT Big Data Stream Mining
Sep 09, 2016
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2389 Views
Hands-On Tutorials
Building Recommender Systems using Photon ML
Sep 16, 2016
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3754 Views
MXNet
Sep 16, 2016
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2261 Views
Getting Started with Amazon Web Services Bootcamp
Sep 16, 2016
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1464 Views
Streaming Analytics
Sep 16, 2016
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1660 Views
Big Natural Language Data Processing
Sep 16, 2016
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1639 Views
Introduction to Spark 2.0
Sep 16, 2016
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2345 Views
CNTK - Microsoft’s open-source deep-learning toolkit
Sep 16, 2016
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3832 Views
Scalable R on Spark
Sep 16, 2016
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3395 Views
Applied Data Science Session: Social Good - I
Firebird: Predicting Fire Risk and Prioritizing Fire Inspections in Atlanta
Sep 22, 2016
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1721 Views
Dynamic and Robust Wildfire Risk Prediction System: An Unsupervised Approach
Sep 22, 2016
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1135 Views
Aircraft Trajectory Prediction made easy with Predictive Analytics
Sep 22, 2016
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1502 Views
Catch Me If You Can: Detecting Pickpocket Suspects from Large-Scale Transit Reco...
Sep 22, 2016
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1425 Views
Identifying Police Officers at Risk of Adverse Events
Sep 22, 2016
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1497 Views
Applied Data Science Session: Recommendations and Ranking
Collaborative Knowledge Base Embedding for Recommender Systems
Sep 22, 2016
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1867 Views
Contextual Intent Tracking for Personal Assistants
Sep 22, 2016
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1650 Views
An Empirical Study on Recommendation with Multiple Types of Feedback
Sep 22, 2016
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1524 Views
Minimizing Legal Exposure for High-Tech Companies through Collaborative Filterin...
Sep 22, 2016
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1252 Views
Applied Data Science Session: Social Networks and Social Media
Engagement Capacity and Engaging Team Formation for Reach Maximization of Online...
Sep 22, 2016
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1244 Views
Email Volume Optimization at LinkedIn
Sep 22, 2016
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2114 Views
Identifying Decision Makers from Professional Social Networks
Sep 22, 2016
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1445 Views
EMBERS at 4 years: Experiences operating an Open Source Indicators Forecasting S...
Sep 22, 2016
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1267 Views
Applied Data Science Session: Machine Learning Algorithms
Matrix Computations and Optimization in Apache Spark
Sep 22, 2016
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1341 Views
GLMix: Generalized Linear Mixed Models For Large Scale Response Prediction
Sep 22, 2016
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1425 Views
Boosted Decision Tree Regression Adjustment for Variance Reduction of Online Con...
Sep 22, 2016
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1478 Views
Online dual decomposition for performance and delivery-based distributed ad allo...
Sep 22, 2016
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1372 Views
Deep Crossing: Web-Scale Modeling without Manually Crafted Combinatorial Feature...
Sep 22, 2016
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1874 Views
Applied Data Science Session: Systems and Experimentation
Question Independent Grading using Machine Learning: The Case of Computer Progra...
Sep 22, 2016
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1316 Views
Predicting Disk Replacement towards Reliable Data Centers
Sep 22, 2016
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1438 Views
Data-Driven Metric Development for Online Controlled Experiments: Seven Lessons ...
Sep 22, 2016
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1670 Views
Evaluating Mobile App Release
Sep 22, 2016
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1292 Views
Anomaly Detection Using Program Control Flow Graph Mining from Execution Logs
Sep 22, 2016
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1446 Views
Applied Data Science Session: E-Commerce
Repeat Buyer Prediction for E-Commerce
Sep 22, 2016
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1545 Views
From Online Behaviors to Offline Retailing
Sep 22, 2016
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1418 Views
An Engagement-Based Customer Lifetime Value System for E-commerce
Sep 22, 2016
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1482 Views
Predictors without Borders: Behavioral Modeling of Product Adoption in Three Dev...
Sep 22, 2016
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1317 Views
Research Session: Graphs and Rich Data
FRAUDAR: Bounding Graph Fraud in the Face of Camouflage
Sep 25, 2016
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1529 Views
CatchTartan: Representing and Summarizing Dynamic Multicontextual Behaviors
Sep 25, 2016
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1637 Views
Compact and Scalable Graph Neighborhood Sketching
Sep 25, 2016
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1436 Views
QUINT: On Query-Specific Optimal Networks
Sep 25, 2016
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1383 Views
Graph Wavelets via Sparse Cuts
Sep 25, 2016
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1491 Views
Research Session: Graphs and Social Networks - I
Come-and-Go Patterns of Group Evolution: A Dynamic Model
Sep 25, 2016
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1451 Views
Robust Influence Maximization
Sep 25, 2016
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1384 Views
Robust Influence Maximization
Sep 25, 2016
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1409 Views
Structural Neighborhood based Classification of Nodes in a Network
Sep 25, 2016
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1370 Views
Asymmetric Transitivity Preserving Graph Embedding
Sep 25, 2016
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1637 Views
Research Session: Graphs and Social Networks - II
FINAL: Fast Attributed Network Alignment
Sep 25, 2016
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1368 Views
Inferring Network Effects from Observational Data
Sep 25, 2016
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1484 Views
Joint Community and Structural Hole Spanner Detection via Harmonic Modularity
Sep 25, 2016
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1909 Views
Sampling of Attributed Networks From Hierarchical Generative Models
Sep 25, 2016
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1299 Views
FASCINATE: Fast Cross-Layer Dependency Inference on Multi-layered Networks
Sep 25, 2016
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1579 Views
Research Session: Clustering
Skinny-dip: Clustering in a Sea of Noise
Sep 25, 2016
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1192 Views
Targeted Topic Modeling for Focused Analysis
Sep 25, 2016
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1332 Views
Structured Doubly Stochastic Matrix for Graph Based Clustering
Sep 25, 2016
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1777 Views
Dynamic Clustering of Streaming Short Documents
Sep 25, 2016
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1536 Views
Research Session: Unsupervised Learning and Anomaly Detection
Modeling Precursors for Event Forecasting via Nested Multi-Instance Learning
Sep 25, 2016
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1426 Views
Ranking Causal Anomalies via Temporal and Dynamical Analysis on Vanishing Correl...
Sep 25, 2016
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1309 Views
Overcoming key weaknesses of Distance-based Neighbourhood Methods using a Data D...
Sep 25, 2016
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1428 Views
Partial Label Learning via Feature-Aware Disambiguation
Sep 25, 2016
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1553 Views
Semi-Markov Switching Vector Autoregressive Model-based Anomaly Detection in Avi...
Sep 25, 2016
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1396 Views
Research Session: Supervised Learning
Extreme Multi-label Loss Functions for Reommencdation, Tagging, Ranking & Other ...
Sep 25, 2016
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1499 Views
Annealed Sparsity via Adaptive and Dynamic Shrinking
Sep 25, 2016
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1261 Views
"Why Should I Trust you?" Explaining the Predictions of Any Classifier
Sep 25, 2016
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2304 Views
Robust Extreme Multi-label Learning
Sep 25, 2016
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1563 Views
Privacy-preserving Class Ratio Estimation
Sep 25, 2016
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1375 Views
Research Session: User-Behavior Modeling
Predicting Matchups and Preferences in Context
Sep 25, 2016
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1445 Views
Just One More: Modeling Binge Watching Behavior
Sep 25, 2016
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1260 Views
Taxi Driving Behavior Analysis in Latent Vehicle-to-Vehicle Networks: A Social I...
Sep 25, 2016
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1966 Views
Assessing Human Error Against a Benchmark of Perfection
Sep 25, 2016
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1538 Views
Rebalancing Bike Sharing Systems: A Multi-source Data Smart Optimization
Sep 25, 2016
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1612 Views
Research Session: Large-Scale Data Mining
PTE: Enumerating Trillion Triangles On Distributed Systems
Sep 27, 2016
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1275 Views
Towards Optimal Cardinality Estimation of Unions and Intersections with Sketches
Sep 27, 2016
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1384 Views
Fast Memory-efficient Anomaly Detection in Streaming Heterogeneous Graphs
Sep 27, 2016
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1366 Views
XGBoost: A Scalable Tree Boosting System
Sep 27, 2016
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2782 Views
Communication Efficient Distributed Kernel Principal Component Analysis
Sep 27, 2016
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1331 Views
Research Session: Streams and Temporal Evolution - I
NetCycle: Collective Evolution Inference in Heterogeneous Information Networks
Sep 27, 2016
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1330 Views
Positive Unlabeled Learning in Streaming Networks
Sep 27, 2016
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1734 Views
TRIEST: Counting Local and Global Triangles in Fully-Dynamic Streams with Fixed ...
Sep 27, 2016
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1179 Views
Temporal Order-based First-Take-All Hashing for Fast Attention-Deficit-Hyperacti...
Sep 27, 2016
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1372 Views
Approximate Personalized PageRank on Dynamic Graphs
Sep 27, 2016
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1273 Views
Research Session: Streams and Temporal Evolution - II
GMove: Group-Level Mobility Modeling using Geo-Tagged Social Media
Sep 27, 2016
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1557 Views
A multiple test correction for streams and cascades of statistical hypothesis te...
Sep 27, 2016
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1424 Views
Continuous Experience-aware Language Model
Sep 27, 2016
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2018 Views
A Subsequence Interleaving Model for Sequential Pattern Mining
Sep 27, 2016
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1134 Views
Research Session: Deep Learning and Embedding
Structural Deep Network Embedding
Sep 27, 2016
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1856 Views
node2vec: Scalable Feature Learning for Networks
Sep 27, 2016
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2420 Views
Smart Reply: Automated Response Suggestion for Email
Sep 27, 2016
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1698 Views
DeepIntent: Learning Attentions for Online Advertising with Recurrent Neural Net...
Sep 27, 2016
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2071 Views
ABRA: Approximating Betweenness Centrality in Static and Dynamic Graphs with Rad...
Sep 27, 2016
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1328 Views
Research Session: Recommender System
Towards Conversational Recommender Systems
Sep 27, 2016
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2133 Views
When Social Influence Meets Item Inference
Sep 27, 2016
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1338 Views
Point-of-Interest Recommendations: Learning Potential Check-ins from Friends
Sep 27, 2016
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1700 Views
The Limits of Popularity-Based Recommendations, and the Role of Social Ties
Sep 27, 2016
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1229 Views
Goal-Directed Inductive Matrix Completion
Sep 27, 2016
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1522 Views
Research Session: Sequence Mining
Mining Subgroups with Exceptional Transition Behavior
Sep 27, 2016
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1312 Views
Lexis: An Optimization Framework for Discovering the Hierarchical Structure of S...
Sep 27, 2016
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1575 Views
Regime Shifts in Streams: Real-time Forecasting of Co-evolving Time Sequences
Sep 27, 2016
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1693 Views
Unified Point-of-Interest Recommendation with Temporal Interval Assessment
Sep 27, 2016
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1639 Views
Research Session: Optimization
Generalized Hierarchical Sparse Model for Arbitrary-Order Interactive Antigenic ...
Sep 27, 2016
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1347 Views
Accelerating Online CP Decompositions for Higher Order Tensors
Sep 27, 2016
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1485 Views
Robust Large-Scale Machine Learning in the Cloud
Sep 27, 2016
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1783 Views
Revisiting Random Binning Feature: Fast Convergence and Strong Parallelizability
Sep 27, 2016
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1375 Views
Networking Session: Data Science of China @ KDD 2016
Urban Computing: Using Big Data to Tackle Urban Challenges
Nov 07, 2016
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1295 Views
People Analytics in Human Resources
Nov 07, 2016
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1448 Views
Data Science Tools and Platforms for Business Applications
Nov 07, 2016
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1524 Views
Mining Structures from Massive Text Corpora
Nov 07, 2016
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1621 Views
Network Representation: A Revisit in the Big Data Era
Nov 07, 2016
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1867 Views
AMiner: Toward Understanding Big Scholar Data
Nov 07, 2016
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1434 Views
Big Data Analytics in Science
Nov 07, 2016
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1979 Views
Mining Brain Networks
Nov 07, 2016
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1407 Views
Graph Processing and Mining in the Era of Big Data
Nov 07, 2016
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1420 Views