23rd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), Halifax 2017
115 Lectures · Aug 12, 2017
About
KDD 2017, 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 & Innovation Award Talk
KDD 2017 Opening Session
Oct 09, 2017
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1322 Views
KDD Business Lunch
KDD Business Lunch
Oct 09, 2017
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1173 Views
SIGKDD Dissertation Award
User Behavior Modeling with Large-Scale Graph Analysis
Oct 09, 2017
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1205 Views
Mining Large Multi-Aspect Data: Algorithms and Applications
Oct 09, 2017
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1146 Views
Local Modeling of Attributed Graphs: Algorithms and Applications
Oct 09, 2017
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1616 Views
KDD Panel: The Future of Artificially Intelligent Assistants
The Future of Artificially Intelligent Assistants
Oct 09, 2017
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1417 Views
Applied Data Science Session: Platforms and Infrastructure
Google Vizier: A Service for BlackBox Optimization
Oct 09, 2017
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1388 Views
TFX: A TensorFlow-Based Production-Scale Machine Learning Platform
Oct 09, 2017
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1212 Views
KunPeng: Parameter Server based Distributed Learning Systems and Its Application...
Oct 09, 2017
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1094 Views
Developing a Comprehensive Framework for Multimodal Feature Extraction
Oct 09, 2017
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1119 Views
Applied Data Science Track Session: Novel Applications
Not All Passes Are Created Equal:" Objectively Measuring The Risk and Reward of ...
Oct 09, 2017
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1060 Views
Luck is Hard to Beat: The Difficulty of Sports Prediction
Oct 09, 2017
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1120 Views
PNP: Fast Path Ensemble Method for Movie Design
Oct 09, 2017
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1019 Views
DeepSD: Generating High Resolution Climate Change Projections through Single Ima...
Oct 09, 2017
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1368 Views
Deep Choice Model Using Pointer Networks for Airline Itinerary Prediction
Oct 09, 2017
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1058 Views
Applied Data Science Track Session: Medical Data
MARAS: Signaling Multi-Drug Adverse Reactions
Oct 09, 2017
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1059 Views
Applied Data Science Session: Networks and Graphs
FIRST: Fast Interactive Attributed Subgraph Matching
Oct 09, 2017
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1056 Views
HinDroid: An Intelligent Android Malware Detection System Based on Structured He...
Oct 09, 2017
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1240 Views
MOLIERE: Automatic Biomedical Hypothesis Generation System
Oct 09, 2017
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931 Views
A Century of Science: Globalization of Scientific Collaborations, Citations, and...
Oct 09, 2017
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991 Views
Estimation of Recent Ancestral Origins of Individuals on a Large Scale
Oct 09, 2017
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946 Views
Applied Data Science Track Session: Novel Applications 2
Compass: Spatio Temporal Sentiment Analysis of US Election
Oct 09, 2017
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981 Views
A Data Mining Framework for Valuing Large Portfolios of Variable Annuities
Oct 09, 2017
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1013 Views
Backpage and Bitcoin: Uncovering Human Traffickers
Oct 09, 2017
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1163 Views
A Data Science Approach to Understanding Residential Water Contamination in Flin...
Oct 09, 2017
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883 Views
Quick Access: Building a Smart Experience for Google Drive
Oct 09, 2017
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1058 Views
Applied Data Science Track Session: Urban Planning
No Longer Sleeping with a Bomb: A Duet System for Protecting Urban Safety from D...
Oct 09, 2017
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1146 Views
Planning Bike Lanes based on SharingBikes' Trajectories
Oct 09, 2017
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1187 Views
The Simpler The Better: A Unified Approach to Predicting Original Taxi Demands b...
Oct 09, 2017
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1202 Views
A Quasi-experimental Estimate of the Impact of P2P Transportation Platforms on U...
Oct 09, 2017
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945 Views
Using Convolutional Networks and Satellite Imagery to Identify Patterns in Urban...
Oct 09, 2017
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1106 Views
Applied Data Science Session: Web Applications
Peeking at A/B Tests: Why it matters, and what to do about it
Oct 09, 2017
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1229 Views
A Dirty Dozen: Twelve Common Metric Interpretation Pitfalls in Online Controlled...
Oct 09, 2017
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1004 Views
Cascade Ranking for Operational Ecommerce Search
Oct 09, 2017
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999 Views
A Practical Exploration System for Search Advertising
Oct 09, 2017
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1053 Views
LiJAR: A System for Job Application Redistribution towards Efficient Career Mark...
Oct 09, 2017
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1080 Views
Research Track Session: Kernels and Sketches
A Minimal Variance Estimator for the Cardinality of Big Data Set Intersection
Oct 09, 2017
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889 Views
Coresets for Kernel Regression
Oct 09, 2017
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956 Views
HyperLogLog Hyperextended: Sketches for Concave Sublinear Frequency Statistics
Oct 09, 2017
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902 Views
Communication-Efficient Distributed Block Minimization for Nonlinear Kernel Mac...
Oct 09, 2017
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941 Views
Research Track Session: Temporal Analysis
Matrix Profile V: A Generic Technique to Incorporate Domain Knowledge into Motif...
Oct 09, 2017
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1063 Views
TrioVecEvent: Embedding-Based Online Local Event Detection in Geo-Tagged Tweet S...
Oct 09, 2017
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1116 Views
Effective and Real-time In-App Activity Analysis in Encrypted Internet Traffic S...
Oct 09, 2017
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1237 Views
Toeplitz Inverse Covariance-Based Clustering of Multivariate Time Series Data
Oct 09, 2017
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1202 Views
Contextual Motifs: Increasing the Utility of Motifs using Contextual Data
Oct 09, 2017
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895 Views
Research Track Session: Graphs I
On Finding Socially Tenuous Groups for Online Social Networks
Oct 09, 2017
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886 Views
Improved Degree Bounds and Full Spectrum Power Laws in Preferential Attachment N...
Oct 09, 2017
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995 Views
A Local Algorithm for StructurePreserving Graph Cut
Oct 09, 2017
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1016 Views
Fast Enumeration of Large kPlexes
Oct 09, 2017
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926 Views
Research Track Session: Supervised Learning I
AnnexML: Approximate Nearest Neighbor Search for Extreme Multilabel Classificat...
Oct 09, 2017
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1114 Views
Interpretable Predictions of Tree-based Ensembles via Actionable Feature Tweakin...
Oct 09, 2017
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878 Views
Similarity Forests
Oct 09, 2017
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1093 Views
Learning Certifiably Optimal Rule Lists for Categorical Data
Oct 09, 2017
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1140 Views
PPDsparse: A Parallel Primal-Dual Sparse Method for Extreme Classification
Oct 09, 2017
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1066 Views
Research Track Session: Deep Learning
Patient Subtyping via Time-Aware LSTM Network
Oct 09, 2017
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1209 Views
KATE: K-Competitive Autoencoder for Text
Oct 09, 2017
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1044 Views
Scalable and Sustainable Deep Learning via Randomized Hashing
Oct 09, 2017
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955 Views
Anomaly Detection with Robust Deep Autoencoders
Oct 09, 2017
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1803 Views
Collaborative Variational Autoencoder for Recommender Systems
Oct 09, 2017
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1251 Views
Research Track Session: Graphs II
PReP: PathBased Relevance from a Probabilistic Perspective in Heterogeneous Inf...
Oct 09, 2017
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943 Views
Weisfeiler-Lehman Neural Machine for Link Prediction
Oct 09, 2017
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1362 Views
Network Inference via the TimeVarying Graphical Lasso
Oct 09, 2017
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1005 Views
Long Short Memory Process: Modeling Growth Dynamics of Microscopic Social Connec...
Oct 10, 2017
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1328 Views
Research Track Session: Methodology
Constructivism Learning: A Learning Paradigm for Transparent Predictive Analytic...
Oct 09, 2017
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1080 Views
Randomized Feature Engineering as a Fast and Accurate Alternative to Kernel Meth...
Oct 09, 2017
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903 Views
Groups-Keeping Solution Path Algorithm for Sparse Regression with Automatic Feat...
Oct 09, 2017
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1034 Views
Discovering Reliable Approximate Functional Dependencies
Oct 09, 2017
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878 Views
The Selective Labels Problem: Evaluating Algorithmic Predictions in the Presence...
Oct 09, 2017
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941 Views
Research Track Session: Representations
EmbedJoin: Efficient Edit Similarity Joins via Embeddings
Oct 09, 2017
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906 Views
Collaboratively Improving Topic Discovery and Word Embeddings by Coordinating Gl...
Oct 09, 2017
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1105 Views
Struc2vec: Learning Node Representations from Structural Identity
Oct 09, 2017
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1444 Views
Efficient Correlated Topic Modeling with Topic Embedding
Oct 09, 2017
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1037 Views
Research Track Session: Matrices
Multi-Aspect Streaming Tensor Completion
Oct 09, 2017
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924 Views
Discrete Content-aware Matrix Factorization
Oct 09, 2017
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1166 Views
SPARTan: Scalable PARAFAC2 for Large & Sparse Data
Oct 09, 2017
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902 Views
Unsupervised Network Discovery for Brain Imaging Data
Oct 09, 2017
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1010 Views
Randomization or Condensation? LinearCost Matrix Sketching Via Cascaded Compres...
Oct 09, 2017
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987 Views
Research Track Session: Clustering
Clustering Individual Transactional Data for Masses of Users
Oct 09, 2017
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943 Views
Ego-splitting Framework: from Non-Overlapping to Overlapping Clusters
Oct 09, 2017
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934 Views
Local Higher-Order Graph Clustering
Oct 09, 2017
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1209 Views
An Online Hierarchical Algorithm for Extreme Clustering
Oct 09, 2017
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1272 Views
Research Track Session: Supervised Learning II
Functional Annotation of Human Protein Coding Isoforms via Nonconvex MultiInst...
Oct 09, 2017
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1288 Views
Structural Deep Brain Network Mining
Oct 09, 2017
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1283 Views
Is the Whole Greater Than the Sum of Its Parts?
Oct 09, 2017
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1291 Views
Estimating Treatment Effect in the Wild via Differentiated Confounder Balancing
Oct 09, 2017
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1158 Views
Deep Embedding Forest: Forestbased Serving with Deep Embedding Features
Oct 09, 2017
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1384 Views
Research Track Session: Humans and Crowds
Robust Top-k Multiclass SVM for Visual Category Recognition
Oct 09, 2017
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992 Views
The Co-Evolution Model for Social Network Evolving and Opinion Migration
Oct 09, 2017
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1050 Views
Tracking the Dynamics in Crowdfunding
Oct 09, 2017
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1056 Views
Accelerating Innovation Through Analogy Mining
Oct 09, 2017
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1138 Views
Human Mobility Synchronization and Trip Purpose Detection with Mixture of Hawkes...
Oct 09, 2017
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1092 Views
Research Track Session: Recommenders
HoORaYs: Highorder Optimization of Rating Distance for Recommender Systems
Oct 09, 2017
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1006 Views
Online Ranking with Constraints: A Primal-Dual Algorithm and Applications to We...
Oct 09, 2017
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950 Views
Unsupervised P2P Rental Recommendations via Integer Programming
Oct 09, 2017
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945 Views
Meta-Graph Based Recommendation Fusion over Heterogeneous Information Networks
Oct 09, 2017
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1116 Views
Large-scale Collaborative Ranking in Near-Linear Time
Oct 09, 2017
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1105 Views
Applied Data Science Invited Session: Understanding Behavior with Data Science
Mining Big Data in NeuroGenetics to Understand Muscular Dystrophy
Oct 09, 2017
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892 Views
It Takes More than Math and Engineering to Hit the Bullseye with Data
Oct 09, 2017
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822 Views
Talk with Mohak Shah
Oct 09, 2017
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992 Views
Applied Data Science Invited Session: Applied Machine Learning
Designing AI at Scale to Power Everyday Life
Oct 09, 2017
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949 Views
Industrial Machine Learning
Oct 09, 2017
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1010 Views
Behavior Informatics to Discover Behavior Insight for Active and Tailored Client...
Oct 09, 2017
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1057 Views
Applied Data Science Invited Session: Intelligent Systems and Data Science
Big Data in Climate: Opportunities and Challenges for Machine Learning
Oct 09, 2017
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1120 Views
Spaceborne Data Enters the Mainstream
Oct 09, 2017
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925 Views
Planning and Learning under Uncertainty: Theory and Practice
Oct 09, 2017
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943 Views
Applied Data Science Invited Session: Management and Benchmarks
More than the Sum of its Parts: Building Domino Data Lab
Oct 09, 2017
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917 Views
Machine Learning Software in Practice: Quo Vadis?
Oct 09, 2017
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2316 Views
Applied Data Science Invited Session: Panel on Benchmarks and Process Management in Data
Benchmarks and Process Management in Data Science: Will We Ever Get Over this Me...
Oct 09, 2017
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2480 Views
Hands-On Tutorials
Massive Online Analytics
Nov 14, 2017
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1052 Views
Declarative, Large-Scale Machine Learning with Apache SystemML
Nov 14, 2017
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810 Views
Cloud-based Data Mining Tools for Storage, Distributed Processing, and Machine L...
Nov 14, 2017
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1078 Views
Amazon Web Services & MxNET
Nov 14, 2017
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1726 Views
META: A Unifying Framework for the Management and Analysis of Text Data
Nov 14, 2017
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1101 Views
Using R for Scalable Data Science: Single Machines to Hadoop Spark Clusters
Nov 14, 2017
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1276 Views
KDD 2017 Closing Session
KDD 2017 Closing Session
Oct 09, 2017
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1425 Views